Datasets:

ArcDeck
/

ArcBench

Paper Title stringlengths 21 99	Year int64 2.02k 2.03k	Conference stringclasses 5 values	Presentation Type stringclasses 1 value	Number of Figures int64 3 18	Number of Equations float64	Number of Tables int64 3 18	Appendix stringclasses 2 values	Slide Animations float64	Character_Count int64 34.5k 75.4k	Number_of_Slides int64 8 85	Topics stringlengths 61 170	Paper PDF URL stringlengths 32 147	Slides URL stringlengths 48 63
3DLinker - An E(3) Equivariant Variational Autoencoder	2,022	ICML	Oral	4	null	3	Yes	null	45,879	19	Molecular Linker Design;E(3) Equivariant Graph Variational Autoencoder;Conditional Generative Models;3D Molecular Structure Prediction	https://arxiv.org/pdf/2205.07309	https://icml.cc/media/icml-2022/Slides/18143.pdf
Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness	2,022	ICML	Oral	4	null	3	Yes	null	44,347	47	Counterfactual Inference;Data Integration;Fair Representation Learning;Batch Effect Correction	https://arxiv.org/pdf/2106.08161	https://icml.cc/media/icml-2022/Slides/17234.pdf
Correct-N-Contrast - A Contrastive Approach for Improving Robustness to Spurious Correlations	2,022	ICML	Oral	7	null	4	Yes	null	44,964	78	Robust Machine Learning;Spurious Correlations;Contrastive Learning;Representation Alignment	https://arxiv.org/pdf/2203.01517	https://icml.cc/media/icml-2022/Slides/18224_Wlco9OF.pdf
Learning inverse folding from millions of predicted structures	2,022	ICML	Oral	7	null	3	Yes	null	42,125	18	Inverse Folding Prediction;Protein Structure Prediction;Generative Models for Protein Design;Sequence-to-Sequence Learning in Protein Engineering	https://proceedings.mlr.press/v162/hsu22a/hsu22a.pdf	https://icml.cc/media/icml-2022/Slides/16886.pdf
Monarch - Expressive Structured Matrices for Efﬁcient and Accurate Training	2,022	ICML	Oral	5	null	8	Yes	null	43,885	44	Structured Matrices;Sparse Training;Efficient Neural Network Training;Matrix Approximation Techniques	https://arxiv.org/pdf/2204.00595	https://icml.cc/media/icml-2022/Slides/17900_R7TNeV4.pdf
POEM - Out-of-Distribution Detection with Posterior Sampling	2,022	ICML	Oral	3	null	3	Yes	null	54,444	34	Out-of-Distribution Detection;Posterior Sampling;Outlier Detection;Neural Network Regularization	https://arxiv.org/pdf/2206.13687	https://icml.cc/media/icml-2022/Slides/16652.pdf
Path-Gradient Estimators for Continuous Normalizing Flows	2,022	ICML	Oral	5	null	3	Yes	null	39,565	29	Path-Gradient Estimators;Continuous Normalizing Flows;Variational Inference;High-Dimensional Systems	https://arxiv.org/pdf/2206.09016	https://icml.cc/media/icml-2022/Slides/17304_0S8DqlX.pdf
Privacy for Free - How does Dataset Condensation Help Privacy	2,022	ICML	Oral	8	null	3	Yes	null	53,800	24	Dataset Condensation;Differential Privacy;Membership Inference Attacks;Data Privacy in Machine Learning	https://arxiv.org/pdf/2206.00240	https://icml.cc/media/icml-2022/Slides/18236.pdf
Rethinking Image-Scaling Attacks	2,022	ICML	Oral	9	null	4	Yes	null	47,649	44	Image Scaling Algorithms;Adversarial Attacks;Machine Learning Vulnerabilities;Decision-Based Black-Box Attacks	https://arxiv.org/pdf/2104.08690	https://icml.cc/media/icml-2022/Slides/16968_QVuMEKF.pdf
RieszNet and ForestRiesz - Automatic Debiased	2,022	ICML	Oral	3	null	4	Yes	null	46,414	33	Automatic Debiasing;Riesz Representation;Neural Networks;Random Forests	https://arxiv.org/pdf/2110.03031	https://icml.cc/media/icml-2022/Slides/16312_f0zLRYT.pdf
To Smooth or Not When Label Smoothing Meets Noisy Labels	2,022	ICML	Oral	5	null	6	Yes	null	46,876	27	Label Smoothing;Noisy Label Learning;Regularization Techniques;Negative Label Smoothing	https://arxiv.org/pdf/2106.04149	https://icml.cc/media/icml-2022/Slides/17074.pdf
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning	2,022	ICML	Oral	8	null	4	No	null	51,214	20	Topology-Aware Network Pruning;Graph Neural Networks;Reinforcement Learning;Model Compression	https://arxiv.org/pdf/2102.03214	https://icml.cc/media/icml-2022/Slides/16772.pdf
Understanding Dataset Difficulty with V-Usable Information	2,022	ICML	Oral	9	null	4	Yes	null	58,804	32	Dataset Difficulty Estimation;V-Usable Information;Pointwise V-Information;NLP Benchmark Analysis	https://arxiv.org/pdf/2110.08420	https://icml.cc/media/icml-2022/Slides/16634.pdf
Uniﬁed Scaling Laws for Routed Language Models	2,022	ICML	Oral	13	null	6	Yes	null	45,020	84	Scaling Laws in Language Models;Routing Networks;Neural Network Architecture Evaluation;Effective Parameter Count	https://arxiv.org/pdf/2202.01169	https://icml.cc/media/icml-2022/Slides/17820.pdf
data2vec - A General Framework for Self-supervised Learning in Speech, Vision and Language	2,022	ICML	Oral	3	null	6	Yes	null	47,928	14	Self-supervised Learning;Multimodal Learning;Contextualized Representations;Speech Recognition	https://arxiv.org/pdf/2202.03555	https://icml.cc/media/icml-2022/Slides/16644.pdf
Adversarial Example Does Good - Preventing Painting Imitation from	2,023	ICML	Oral	5	null	4	Yes	null	43,771	12	Adversarial Training;Diffusion Models;Copyright Protection in AI Art;Image Synthesis	https://arxiv.org/pdf/2302.04578	https://icml.cc/media/icml-2023/Slides/25469.pdf
Audio Pre-Training with Acoustic Tokenizers	2,023	ICML	Oral	4	null	3	Yes	null	49,406	28	Self-Supervised Learning for Audio;Acoustic Tokenization;Audio Representation Learning;Audio Classification Benchmarking	https://arxiv.org/pdf/2212.09058	https://icml.cc/media/icml-2023/Slides/25555.pdf
Bidirectional Adaptation for Robust Semi-Supervised Learning	2,023	ICML	Oral	3	null	3	Yes	null	52,501	8	Robust Semi-Supervised Learning;Distribution Adaptation;Debiased Pseudo-Labeling;Theoretical Framework for SSL	https://proceedings.mlr.press/v202/jia23a/jia23a.pdf	https://icml.cc/media/icml-2023/Slides/25533.pdf
Evaluating Self-Supervised Learning via Risk Decomposition	2,023	ICML	Oral	13	null	4	Yes	null	58,816	28	Self-Supervised Learning;Risk Decomposition;Error Analysis in Representation Learning;Evaluation Metrics for SSL Models	https://arxiv.org/pdf/2302.03068	https://icml.cc/media/icml-2023/Slides/25480_fMGoWdI.pdf
Fast Inference from Transformers via Speculative Decoding	2,023	ICML	Oral	5	null	3	Yes	null	34,452	14	Speculative Decoding;Parallel Inference;Autoregressive Models	https://arxiv.org/pdf/2211.17192	https://icml.cc/media/icml-2023/Slides/25546_yAOj5U8.pdf
Instant Soup - Cheap Pruning Ensembles in A Single Pass Can	2,023	ICML	Oral	3	null	7	Yes	null	46,357	8	Pruning Ensembles;Lottery Ticket Hypothesis;Model Fine-Tuning;Large Pre-trained Transformers	https://arxiv.org/pdf/2306.10460	https://icml.cc/media/icml-2023/Slides/25544.pdf
ODS - Test-Time Adaptation in the Presence of Open-World Data Shift	2,023	ICML	Oral	7	null	7	Yes	null	43,543	21	Test-Time Adaptation;Open-World Data Shift;Covariate and Label Distribution Shift	https://proceedings.mlr.press/v202/zhou23e/zhou23e.pdf	https://icml.cc/media/icml-2023/Slides/25549.pdf
Pre-training for Speech Translation - CTC Meets Optimal Transport	2,023	ICML	Oral	5	null	10	Yes	null	48,994	21	Speech-to-Text Translation;Connectionist Temporal Classification;Optimal Transport;Siamese Neural Networks	https://arxiv.org/pdf/2301.11716	https://icml.cc/media/icml-2023/Slides/25497.pdf
Reﬁning Generative Process with Discriminator Guidance	2,023	ICML	Oral	15	null	8	Yes	null	45,867	19	Score-based Diffusion Models;Discriminator-guided Learning;Generative Adversarial Networks (GANs) Alternative Approaches;Image Generation Techniques	https://arxiv.org/pdf/2211.17091	https://icml.cc/media/icml-2023/Slides/25468.pdf
Subequivariant Graph Reinforcement Learning in 3D Environments	2,023	ICML	Oral	8	null	5	Yes	null	47,869	21	Morphology-Agnostic Reinforcement Learning;Subequivariant Graph Neural Networks;3D Environment Exploration;Policy Optimization via Geometric Symmetry	https://arxiv.org/pdf/2305.18951	https://icml.cc/media/icml-2023/Slides/25559.pdf
Which Features are Learnt by Contrastive Learning	2,023	ICML	Oral	6	null	5	Yes	null	54,697	62	Contrastive Learning;Representation Learning;Feature Suppression;Class Collapse	https://arxiv.org/pdf/2305.16536	https://icml.cc/media/icml-2023/Slides/25437_64AmEtv.pdf
Causal normalizing flows - from theory to practice	2,023	NeurIPS	Oral	5	null	3	Yes	null	52,327	67	Causal Inference;Normalizing Flows;Autoregressive Models;Counterfactual Reasoning	https://arxiv.org/pdf/2306.05415	https://neurips.cc/media/neurips-2023/Slides/73851.pdf
Conformal Meta-learners for Predictive Inference of	2,023	NeurIPS	Oral	5	null	3	Yes	null	53,153	25	Individual Treatment Effects;Conformal Prediction;Meta-Learning;Causal Inference	https://arxiv.org/pdf/2308.14895	https://neurips.cc/media/neurips-2023/Slides/72090.pdf
Learning Linear Causal Representations from Interventions	2,023	NeurIPS	Oral	3	null	3	Yes	null	62,186	31	Causal Inference;Identification of Latent Variables;Contrastive Learning;High-Dimensional Geometry in Causal Learning	https://arxiv.org/pdf/2306.02235	https://neurips.cc/media/neurips-2023/Slides/73823.pdf
QL ORA - Efficient Finetuning of Quantized LLMs	2,023	NeurIPS	Oral	3	null	8	Yes	null	75,353	20	Efficient Finetuning of Quantized Language Models;Low Rank Adaptation (LoRA);Memory Optimization Techniques;Chatbot Performance Evaluation	https://arxiv.org/pdf/2305.14314	https://neurips.cc/media/neurips-2023/Slides/73855.pdf
Learning to Segment Referred Objects from Narrated Egocentric Videos	2,024	CVPR	Oral	4	null	3	No	null	55,536	17	Weakly-Supervised Video Object Segmentation;Vision-Language Models;Contrastive Learning;Egocentric Video Analysis	https://openaccess.thecvf.com/content/CVPR2024/papers/Shen_Learning_to_Segment_Referred_Objects_from_Narrated_Egocentric_Videos_CVPR_2024_paper.pdf	https://cvpr.thecvf.com/media/cvpr-2024/Slides/29467.pdf
CAMERAS AS RAYS - POSE ESTIMATION VIA RAY DIFFUSION	2,024	ICLR	Oral	7	null	3	Yes	null	40,716	21	Pose Estimation;Ray Diffusion;3D Reconstruction;Denoising Diffusion Models	https://arxiv.org/pdf/2402.14817	https://iclr.cc/media/iclr-2024/Slides/19778.pdf
CLIM ODE - C LIMATE AND WEATHER FORECASTING	2,024	ICLR	Oral	8	null	3	Yes	null	35,588	35	Physics-Informed Neural Networks;Weather Forecasting;Uncertainty Quantification;Spatiotemporal Modeling	https://arxiv.org/pdf/2404.10024	https://iclr.cc/media/iclr-2024/Slides/19715.pdf
LESS IS MORE - F EWER INTERPRETABLE REGION VIA	2,024	ICLR	Oral	3	null	4	Yes	null	47,332	18	Image Attribution;Submodular Optimization;Model Interpretability	https://arxiv.org/pdf/2402.09164	https://iclr.cc/media/iclr-2024/Slides/19733.pdf
METAGPT - M ETA PROGRAMMING FOR A MULTI-AGENT COLLABORATIVE FRAMEWORK	2,024	ICLR	Oral	5	null	6	Yes	null	46,728	17	Meta-Programming;Multi-Agent Systems;Large Language Models;Automated Problem Solving	https://arxiv.org/pdf/2308.00352	https://iclr.cc/media/iclr-2024/Slides/18491.pdf
A Touch, Vision, and Language Dataset for Multimodal Alignment	2,024	ICML	Oral	6	null	4	Yes	null	42,012	48	Multimodal Representation Learning;Tactile Data Annotation;Vision-Touch Language Alignment;Generative Language Models	https://arxiv.org/pdf/2402.13232	https://icml.cc/media/icml-2024/Slides/35452.pdf
APT - Adaptive Pruning and Tuning Pretrained Language Models for	2,024	ICML	Oral	3	null	7	Yes	null	48,883	20	Adaptive Pruning;Efficient Fine-Tuning;Parameter-Efficient Models;Language Model Optimization	https://arxiv.org/pdf/2401.12200	https://icml.cc/media/icml-2024/Slides/35453.pdf
Arrows_of_Time_for_Large_Language_Models	2,024	ICML	Oral	4	null	5	Yes	null	52,767	85	Autoregressive Language Modeling;Time Asymmetry in Probabilistic Models;Information Theory in AI Systems;Sparse Representation in Neural Networks	https://arxiv.org/pdf/2401.17505	https://icml.cc/media/icml-2024/Slides/35521.pdf
Bottleneck-Minimal Indexing for Generative Document Retrieval	2,024	ICML	Oral	6	null	4	Yes	null	45,364	24	Generative Document Retrieval;Information-Theoretic Approaches;Rate-Distortion Theory;Neural Autoregressive Models	https://arxiv.org/pdf/2405.10974	https://icml.cc/media/icml-2024/Slides/35532.pdf
Candidate Pseudolabel Learning - Enhancing Vision-Language Models by	2,024	ICML	Oral	7	null	6	Yes	null	48,882	15	Candidate Pseudolabel Learning;Vision-Language Models;Unlabeled Data Fine-tuning;Prompt Tuning	https://arxiv.org/pdf/2406.10502	https://icml.cc/media/icml-2024/Slides/35456.pdf
Challenges in Training PINNs - A Loss Landscape Perspective	2,024	ICML	Oral	8	null	3	Yes	null	53,420	30	Physics-Informed Neural Networks;Loss Landscape Optimization;Gradient-Based Optimization Methods;Partial Differential Equations	https://arxiv.org/pdf/2402.01868	https://icml.cc/media/icml-2024/Slides/33180_kLYAzFO.pdf
Data-free Neural Representation Compression	2,024	ICML	Oral	3	null	5	Yes	null	47,302	18	Riemannian Geometry in Neural Networks;Data-free Neural Network Compression;Dynamic Systems and Neural Representation;Neuronal Interaction Modeling	https://raw.githubusercontent.com/mlresearch/v235/main/assets/pei24d/pei24d.pdf	https://icml.cc/media/icml-2024/Slides/35536_gVhPtee.pdf
ExCP - Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking	2,024	ICML	Oral	5	null	7	Yes	null	42,889	14	Checkpoint Compression;Weight-Momentum Optimization;Non-Uniform Quantization;Sparse Information Extraction	https://arxiv.org/pdf/2406.11257	https://icml.cc/media/icml-2024/Slides/35484_oOBhtPf.pdf
Expressivity and Generalization - Fragment-Biases for Molecular GNNs	2,024	ICML	Oral	6	null	7	Yes	null	50,175	23	Fragment-Biased Graph Neural Networks;Theoretic Expressivity Analysis;Molecular Property Prediction;Generalization in Machine Learning	https://arxiv.org/pdf/2406.08210	https://icml.cc/media/icml-2024/Slides/35459.pdf
Listenable Maps for Zero-Shot Audio Classifiers	2,024	ICML	Oral	5	null	3	Yes	null	45,423	42	Explainable AI;Zero-Shot Learning;Audio Classification;Post-Hoc Explanation Methods	https://arxiv.org/pdf/2405.17615	https://icml.cc/media/icml-2024/Slides/33268.pdf
MLLM-as-a-Judge - Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark	2,024	ICML	Oral	9	null	8	Yes	null	61,182	33	Multimodal Large Language Models;Benchmark Development;Judgment Biases in AI;Evaluation Metrics for AI Systems	https://arxiv.org/pdf/2402.04788	https://icml.cc/media/icml-2024/Slides/35497.pdf
MorphGrower - A Synchronized Layer-by-layer Growing Approach for	2,024	ICML	Oral	5	null	3	Yes	null	49,482	19	Neuronal Morphology Generation;Synchronized Layer-by-layer Growth;Topological Validity in Morphologies;Electrophysiological Response Simulation	https://arxiv.org/pdf/2401.09500	https://icml.cc/media/icml-2024/Slides/35513.pdf
Position - Rethinking Post-Hoc Search-Based Neural Approaches for Solving	2,024	ICML	Oral	4	null	3	Yes	null	45,092	25	Heatmap Generation for Optimization;Monte Carlo Tree Search;Traveling Salesman Problem;Combinatorial Optimization Methods	https://arxiv.org/pdf/2406.03503	https://icml.cc/media/icml-2024/Slides/35505.pdf
SparseTSF - Modeling Long-term Time Series Forecasting with 1k Parameters	2,024	ICML	Oral	4	null	7	Yes	null	49,044	18	Long-term Time Series Forecasting;Cross-Period Sparse Forecasting;Parameter Efficiency in Machine Learning Models;Generalization in Low-Resource Scenarios	https://arxiv.org/pdf/2405.00946	https://icml.cc/media/icml-2024/Slides/35571.pdf
Towards_Optimal_Adversarial_Robust_Q-learning_with_Bellman_Infinity-error	2,024	ICML	Oral	5	null	3	Yes	null	54,693	30	Adversarial Robustness in Reinforcement Learning;Optimal Robust Policy in Markov Decision Processes;Bellman Error Minimization Techniques;Deep Q-Networks Training Methods	https://arxiv.org/pdf/2402.02165	https://icml.cc/media/icml-2024/Slides/33033_8TELIdY.pdf
Unified_Training_of_Universal_Time_Series_Forecasting_Transformers	2,024	ICML	Oral	6	null	7	Yes	null	57,564	39	Universal Time Series Forecasting;Transformer Architectures;Cross-Frequency Learning;Multivariate Time Series Analysis	https://arxiv.org/pdf/2402.02592	https://icml.cc/media/icml-2024/Slides/35515.pdf
Video-of-Thought - Step-by-Step Video Reasoning from Perception to Cognition	2,024	ICML	Oral	8	null	4	Yes	null	59,901	27	Video Understanding;Spatial-Temporal Reasoning;Multimodal Large Language Models;Cognitive Video Comprehension	https://arxiv.org/pdf/2501.03230	https://icml.cc/media/icml-2024/Slides/33467.pdf
AgentBoard - An Analytical Evaluation Board of	2,024	NeurIPS	Oral	6	null	7	Yes	null	59,530	62	Evaluation Frameworks for Large Language Models;Multi-Turn Interaction in AI Agents;Benchmarking of Agent Performance;Interpretable AI	https://arxiv.org/pdf/2401.13178	https://neurips.cc/media/neurips-2024/Slides/97853.pdf
DapperFL - Domain Adaptive Federated Learning with	2,024	NeurIPS	Oral	4	null	3	Yes	null	52,291	29	Federated Learning;Domain Adaptation;Model Pruning;Edge Computing	https://arxiv.org/pdf/2412.05823	https://neurips.cc/media/neurips-2024/Slides/95295.pdf
Decompose, Analyze and Rethink	2,024	NeurIPS	Oral	5	null	4	Yes	null	53,419	12	Natural Language Processing;Reasoning in AI;Tree-based Question Decomposition;Large Language Models	https://proceedings.neurips.cc/paper_files/paper/2024/file/01025a4e79355bb37a10ba39605944b5-Paper-Conference.pdf	https://neurips.cc/media/neurips-2024/Slides/97984.pdf
You Only Cache Once - Decoder-Decoder Architectures for Language Models	2,024	NeurIPS	Oral	10	null	5	Yes	null	44,856	12	Decoder-Decoder Architectures;Key-Value Caching Optimization;Transformer Model Efficiency;Global Attention Mechanisms	https://arxiv.org/pdf/2405.05254	https://neurips.cc/media/neurips-2024/Slides/98001.pdf
Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning	2,025	CVPR	Oral	8	null	7	No	null	51,814	10	Federated Learning;Data Heterogeneity;Geometric Distribution Alignment;Sample Generation Techniques	https://arxiv.org/pdf/2503.06457	https://cvpr.thecvf.com/media/cvpr-2025/Slides/32823.pdf
Deterministic Object Pose Confidence Region Estimation	2,025	ICCV	Oral	6	null	6	No	null	44,266	27	6D Pose Estimation;Uncertainty Quantification;Deterministic Estimation Methods;Conformal Prediction	https://arxiv.org/pdf/2506.22720	https://iccv.thecvf.com/media/iccv-2025/Slides/2258_KrNKhsn.pdf
Diffusion Image Prior	2,025	ICCV	Oral	7	null	6	No	null	35,462	22	Diffusion Models;Image Restoration;Blind Image Restoration;Artifact Removal	https://arxiv.org/pdf/2503.21410	https://iccv.thecvf.com/media/iccv-2025/Slides/2934.pdf
Diving into the Fusion of Monocular Priors for Generalized Stereo Matching	2,025	ICCV	Oral	4	null	7	No	null	48,476	35	Stereo Matching;Monocular Depth Estimation;Depth Map Fusion;Ill-posed Problem Handling	https://arxiv.org/pdf/2505.14414	https://iccv.thecvf.com/media/iccv-2025/Slides/2920_HA4wPU8.pdf
Learning Streaming Video Representation via Multitask Training	2,025	ICCV	Oral	3	null	6	No	null	62,845	19	Streaming Video Representation;Multitask Learning;Online Action Detection;Video Question Answering	https://arxiv.org/pdf/2504.20041	https://iccv.thecvf.com/media/iccv-2025/Slides/2901.pdf
ACCELERATED TRAINING THROUGH ITERATIVE	2,025	ICLR	Oral	6	null	4	Yes	null	44,150	14	Highway Backpropagation;Residual Networks;Gradient Propagation Algorithms;Deep Learning Optimization	https://arxiv.org/pdf/2501.17086	https://iclr.cc/media/iclr-2025/Slides/31872.pdf
BOOSTER - T ACKLING HARMFUL FINE -TUNING FOR	2,025	ICLR	Oral	3	null	9	Yes	null	61,851	16	Harmful Fine-Tuning Attacks;Large Language Model Alignment;Loss Regularization Techniques	https://arxiv.org/pdf/2409.01586	https://iclr.cc/media/iclr-2025/Slides/28050.pdf
CHART MOE - M IXTURE OF DIVERSELY ALIGNED EX	2,025	ICLR	Oral	11	null	8	Yes	null	58,200	13	Chart Understanding;Mixture of Experts (MoE);Multimodal Large Language Models (MLLMs);Dataset Creation for Chart Analysis	https://arxiv.org/pdf/2409.03277	https://iclr.cc/media/iclr-2025/Slides/31773.pdf
CYBER HOST - A O NE-STAGE DIFFUSION FRAMEWORK	2,025	ICLR	Oral	6	null	3	Yes	null	49,641	21	Audio-Driven Talking Body Generation;Diffusion-Based Video Generation;Human Animation Synthesis;Region Attention Module in Animation	https://arxiv.org/pdf/2409.01876	https://iclr.cc/media/iclr-2025/Slides/32123.pdf
DEPT - D ECOUPLED EMBEDDINGS FOR PRE	2,025	ICLR	Oral	5	null	13	Yes	null	67,319	23	Decoupled Embeddings;Federated Learning;Language Model Pre-training;Communication-Efficient Training	https://arxiv.org/pdf/2410.05021	https://iclr.cc/media/iclr-2025/Slides/27901_qTj5Ifm.pdf
FLAT REWARD IN POLICY PARAMETER SPACE IMPLIES	2,025	ICLR	Oral	7	null	3	Yes	null	48,254	30	Flat Reward Landscapes;Robustness in Reinforcement Learning;Policy Parameter Space Analysis;Generalization in Deep Neural Networks	https://proceedings.iclr.cc/paper_files/paper/2025/file/3448058d44f133839042295f79a9a958-Paper-Conference.pdf	https://iclr.cc/media/iclr-2025/Slides/31923.pdf
GESUBNET - G ENE INTERACTION INFERENCE FOR	2,025	ICLR	Oral	6	null	4	Yes	null	54,038	21	Gene Interaction Inference;Disease Subtype Network Generation;Graph Neural Networks;Representation Learning	https://arxiv.org/pdf/2410.13178	https://iclr.cc/media/iclr-2025/Slides/28630_yPoleh1.pdf
GRID MIX - E XPLORING SPATIAL MODULATION FOR	2,025	ICLR	Oral	4	null	6	Yes	null	50,700	20	Spatial Modulation;Neural Fields;Partial Differential Equations (PDE) Modeling;Domain Augmentation	https://openreview.net/pdf?id=Fur0DtynPX	https://iclr.cc/media/iclr-2025/Slides/31883.pdf
IMPROVING PROBABILISTIC DIFFUSION MODELS WITH	2,025	ICLR	Oral	4	null	8	Yes	null	51,204	43	Probabilistic Diffusion Models;Optimal Covariance Matching;Denoising Distribution;Sampling Efficiency	https://arxiv.org/pdf/2406.10808	https://iclr.cc/media/iclr-2025/Slides/28877.pdf
IMPROVING PROBABILISTIC DIFFUSION MODELS WITH (2)	2,025	ICLR	Oral	4	null	8	Yes	null	51,204	17	Probabilistic Diffusion Models;Diagonal Covariance Matching;Optimal Covariance Matching;Sampling Efficiency	https://arxiv.org/pdf/2410.13708	https://iclr.cc/media/iclr-2025/Slides/28788.pdf
Inference_Scaling_for_Long-Context_Retrieval_Augmented_Generation	2,025	ICLR	Oral	8	null	4	Yes	null	46,464	38	Long-Context Large Language Models;Retrieval Augmented Generation;Inference Scaling Laws;Optimal Computation Allocation	https://arxiv.org/pdf/2410.04343	https://iclr.cc/media/iclr-2025/Slides/30339.pdf
KNOWING YOUR TARGET - TARGET -AWARE TRANSFORMER MAKES BETTER SPATIO-T EMPORAL	2,025	ICLR	Oral	6	null	10	Yes	null	52,853	17	Spatio-Temporal Video Grounding;Target-Aware Transformers;Multimodal Feature Interactions;Object Query Initialization	https://arxiv.org/pdf/2502.11168	https://iclr.cc/media/iclr-2025/Slides/29364.pdf
LEARNING TO DISCRETIZE	2,025	ICLR	Oral	6	null	8	Yes	null	49,108	29	Diffusion Probabilistic Models;Sampling Efficiency;Neural Function Evaluations;Generative Model Optimization	https://arxiv.org/pdf/2405.15506	https://iclr.cc/media/iclr-2025/Slides/31735.pdf
MEASURING AND ENHANCING TRUSTWORTHINESS OF	2,025	ICLR	Oral	3	null	10	Yes	null	65,340	39	Trustworthiness Evaluation in LLMs;Retrieval-Augmented Generation (RAG);Prompting Methods for LLMs;Model Alignment Techniques	https://arxiv.org/pdf/2409.11242	https://iclr.cc/media/iclr-2025/Slides/31873.pdf
NEURAL PLANE - S TRUCTURED 3D R ECONSTRUCTION	2,025	ICLR	Oral	7	null	3	Yes	null	48,329	16	3D Plane Reconstruction;Neural Fields;Self-Supervised Learning;Semantic Segmentation	https://openreview.net/pdf?id=5UKrnKuspb	https://iclr.cc/media/iclr-2025/Slides/30944.pdf
Navigating the Digital World as Humans Do	2,025	ICLR	Oral	5	null	9	Yes	null	61,854	26	Visual Grounding;Multimodal Learning;Graphical User Interface (GUI) Agents;Synthetic Data Generation	https://arxiv.org/pdf/2410.05243	https://iclr.cc/media/iclr-2025/Slides/32124.pdf
OPEN -VOCABULARY OBJECT DETECTION VIA	2,025	ICLR	Oral	7	null	6	Yes	null	48,188	12	Open-Vocabulary Object Detection;Knowledge Distillation;Vision and Language Integration;Transfer Learning	https://arxiv.org/pdf/2104.13921	https://iclr.cc/media/iclr-2025/Slides/31930.pdf
Open-YOLO 3D - Towards Fast and Accurate Open-Vocabulary 3D Instance Segmentation	2,025	ICLR	Oral	4	null	5	Yes	null	38,184	17	Open-Vocabulary 3D Instance Segmentation;2D Object Detection;Multi-View Image Processing;Real-Time Inference Techniques	https://arxiv.org/pdf/2406.02548	https://iclr.cc/media/iclr-2025/Slides/31900_8PUpb67.pdf
PROBABILISTIC LEARNING TO DEFER - H ANDLING	2,025	ICLR	Oral	5	null	3	Yes	null	47,151	47	Learning to Defer;Probabilistic Modelling;Workload Distribution in Human-AI Cooperation;Handling Missing Annotations	https://openreview.net/pdf?id=zl0HLZOJC9	https://iclr.cc/media/iclr-2025/Slides/31728.pdf
REPRESENTATION ALIGNMENT FOR GENERATION	2,025	ICLR	Oral	8	null	5	Yes	null	61,444	19	Representation Alignment;Denoising Diffusion Models;Visual Representation Learning;Training Efficiency in Generative Models	https://arxiv.org/pdf/2410.06940	https://iclr.cc/media/iclr-2025/Slides/31896.pdf
SD-L ORA - S CALABLE DECOUPLED LOW-RANK ADAP	2,025	ICLR	Oral	5	null	5	Yes	null	46,379	28	Class Incremental Learning;Low-Rank Adaptation;Scalable Machine Learning;Continual Learning	https://arxiv.org/pdf/2501.13198	https://iclr.cc/media/iclr-2025/Slides/31918.pdf
SPIDER 2.0 - E VALUATING LANGUAGE MODELS ON	2,025	ICLR	Oral	18	null	18	Yes	null	58,210	23	Text-to-SQL Transformation;SQL Query Generation;Model Evaluation Frameworks;Enterprise Database Systems	https://arxiv.org/pdf/2411.07763	https://iclr.cc/media/iclr-2025/Slides/31826.pdf
STANDARD GAUSSIAN PROCESS IS ALL YOU NEED FOR	2,025	ICLR	Oral	5	null	4	Yes	null	44,476	24	Bayesian Optimization;Gaussian Processes;Matérn Kernels;High-Dimensional Optimization	https://arxiv.org/pdf/2402.02746	https://iclr.cc/media/iclr-2025/Slides/31784.pdf
TIME MIXER ++ - A G ENERAL TIME SERIES PATTERN	2,025	ICLR	Oral	5	null	10	Yes	null	59,545	18	Time Series Analysis;Pattern Extraction;Multi-Resolution Time Imaging;Anomaly Detection	https://arxiv.org/pdf/2410.16032	https://iclr.cc/media/iclr-2025/Slides/31932.pdf
TOWARD GUIDANCE -F REE AR V ISUAL GENERATION	2,025	ICLR	Oral	8	null	3	Yes	null	60,033	26	Classifier-Free Guidance;Autoregressive Visual Generation;Contrastive Learning;Multi-Modal Alignment	https://arxiv.org/pdf/2410.09347	https://iclr.cc/media/iclr-2025/Slides/31786.pdf
UNLOCKING STATE-TRACKING IN LINEAR RNN S	2,025	ICLR	Oral	9	null	5	Yes	null	56,524	22	Linear Recurrent Neural Networks;State-Tracking in Neural Networks;Eigenvalue Analysis in Neural Networks;Language Modeling	https://arxiv.org/pdf/2411.12537	https://iclr.cc/media/iclr-2025/Slides/31836.pdf
miniCTX - NEURAL THEOREM PROVING WITH (LONG -) CONTEXTS	2,025	ICLR	Oral	5	null	5	Yes	null	49,565	26	Neural Theorem Proving;Contextual Reasoning;Interactive Theorem Provers;Fine-Tuning Language Models	https://arxiv.org/pdf/2408.03350	https://iclr.cc/media/iclr-2025/Slides/31870.pdf
Can MLLMs Reason in Multimodality	2,025	ICML	Oral	8	null	3	Yes	null	45,918	45	Multimodal Reasoning;Benchmark Development;Cross-Modal Reasoning Tasks;Large Language Models Evaluation	https://arxiv.org/pdf/2501.05444	https://icml.cc/media/icml-2025/Slides/47178_idf0Qr8.pdf
Foundation Model Insights and a Multi-Model Approach for	2,025	ICML	Oral	4	null	3	Yes	null	50,190	36	One-Shot Subset Selection;Foundation Models;Fine-Grained Image Datasets;Data Efficiency in Deep Learning	https://arxiv.org/pdf/2506.14473	https://icml.cc/media/icml-2025/Slides/47211.pdf
Learning with Expected Signatures - Theory and Applications	2,025	ICML	Oral	3	null	3	Yes	null	46,366	13	Expected Signatures;Time Series Analysis;Martingale Processes;Probabilistic Machine Learning	https://arxiv.org/pdf/2505.20465	https://icml.cc/media/icml-2025/Slides/43548.pdf
LoRA-One - One-Step Full Gradient Could Suffice for Fine-Tuning Large	2,025	ICML	Oral	5	null	5	Yes	null	45,295	24	Low-Rank Adaptation;Gradient Descent Optimization;Fine-Tuning Large Language Models;Theory-Driven Algorithm Design	https://arxiv.org/pdf/2502.01235	https://icml.cc/media/icml-2025/Slides/47237.pdf
Model_Immunization_from_a_Condition_Number_Perspective	2,025	ICML	Oral	3	null	3	Yes	null	42,978	20	Model Immunization;Condition Number Analysis;Hessian Matrix Regularization;Non-Harmful Task Retention	https://arxiv.org/pdf/2505.23760	https://icml.cc/media/icml-2025/Slides/47180.pdf
Position - Current Model Licensing Practices are Dragging Us into a Quagmire of Legal Noncompliance	2,025	ICML	Oral	9	null	4	Yes	null	44,267	9	Model Licensing Practices;Legal Compliance in AI;Standardization of ML Licenses;Risks of License Noncompliance	https://raw.githubusercontent.com/mlresearch/v267/main/assets/duan25d/duan25d.pdf	https://icml.cc/media/icml-2025/Slides/40180_4s09QZJ.pdf
Sundial - A Family of Highly Capable Time Series Foundation Models	2,025	ICML	Oral	10	null	7	Yes	null	57,288	27	Time Series Forecasting;Transformers in Time Series;Generative Forecasting Models;Probabilistic Prediction Techniques	https://arxiv.org/pdf/2502.00816	https://icml.cc/media/icml-2025/Slides/45591_NN9Y4k8.pdf
VideoRoPE - What Makes for Good Video Rotary Position Embedding	2,025	ICML	Oral	7	null	5	Yes	null	48,167	17	Rotary Position Embedding;Spatio-Temporal Analysis;Video Retrieval;Video Understanding	https://arxiv.org/pdf/2502.05173	https://icml.cc/media/icml-2025/Slides/47183.pdf
Adaptive Surrogate Gradients for Sequential	2,025	NeurIPS	Oral	5	null	7	No	null	50,102	60	Spiking Neural Networks;Surrogate Gradient Optimization;Reinforcement Learning;Neuromorphic Computing	https://arxiv.org/pdf/2510.24461	https://nips.cc/media/neurips-2025/Slides/116055.pdf
Dynam3D - Dynamic Layered 3D Tokens Empower VLM for Vision-and-Language Navigation	2,025	NeurIPS	Oral	4	null	6	Yes	null	49,369	13	Vision-and-Language Navigation;3D Object Recognition;Dynamic 3D Representation;Long-Term Environmental Memory	https://arxiv.org/pdf/2505.11383	https://nips.cc/media/neurips-2025/Slides/115716.pdf
GNNXEMPLAR - Exemplars to Explanations - Natural	2,025	NeurIPS	Oral	11	null	3	Yes	null	70,794	41	Graph Neural Networks;Global Explainability;Natural Language Processing;Exemplar Selection	https://arxiv.org/pdf/2509.18376	https://neurips.cc/media/neurips-2025/Slides/116902.pdf
OpenHOI - Open-World Hand-Object Interaction	2,025	NeurIPS	Oral	3	null	5	Yes	null	44,988	20	Open-World Hand-Object Interaction;Multimodal Large Language Models;Affordance-driven Diffusion Models;Complex Language Instruction Decomposition	https://arxiv.org/pdf/2505.18947	https://neurips.cc/media/neurips-2025/Slides/120304.pdf

ArcBench: ML Conference Oral Paper-Presentation Benchmark

This benchmark is from the paper Narrative-Driven Paper-to-Slide Generation via ArcDeck.

A curated benchmark dataset of 100 oral presentation paper-slide deck link pairs from top-tier machine learning conferences (CVPR, ICCV, ICLR, ICML, NeurIPS), spanning 2022–2025. Each entry provides rich metadata together with links to the original paper PDF and presentation slides, plus a script that downloads them all in one step.

Dataset Summary

This benchmark is designed to support research on multimodal document understanding, slide generation, paper-to-slide alignment, and LLM evaluation tasks. Papers were selected from oral presentations only — the highest-quality subset of each conference — and filtered to ensure rich content (≥3 figures, ≥3 tables) and availability of both the original paper PDF and presentation slides.

Dataset Structure

Files

benchmark.csv            # Metadata + source links for all 100 papers
download_pdfs.py         # Downloads every paper/slide PDF from its source link
download_openreview.py   # Companion downloader for the OpenReview-hosted papers
papers/                  # Created by the download script: 100 paper PDFs
└── paper{i}_{Title}_{Conference}_{Year}.pdf
slides/                  # Created by the download script: 100 slide PDFs
└── slide{i}_{Title}_{Conference}_{Year}.pdf

The papers/ and slides/ folders are populated by running the download script (see Downloading the PDFs).

Metadata Fields (`benchmark.csv`)

Column	Type	Description
`Paper Title`	string	Full paper title
`Year`	int	Publication year (2022–2025)
`Conference`	string	Conference name (CVPR, ICCV, ICLR, ICML, NeurIPS)
`Presentation Type`	string	Always `Oral` in this benchmark
`Number of Figures`	int	Number of figures in the paper
`Number of Equations`	int	Number of equations in the paper
`Number of Tables`	int	Number of tables in the paper
`Appendix`	string	Whether paper has an appendix (`Yes`/`No`)
`Slide Animations`	string	Notes on slide animations, if any
`Character_Count`	int	Total character count of the paper (extracted via PDF)
`Number_of_Slides`	int	Number of pages/slides in the slide PDF
`Topics`	string	Semicolon-separated LLM-extracted research topics
`Paper PDF URL`	string	Link to the original paper PDF (arXiv, proceedings, OpenReview, …)
`Slides URL`	string	Link to the original presentation slides PDF

Naming Convention

Files are named as {type}{index}_{CleanTitle}_{Conference}_{Year}.pdf where:

index is 0-based, consistent across papers/ and slides/ for matched pairs
CleanTitle has special characters removed and spaces replaced by underscores (max 100 chars)

The download script reconstructs these exact filenames from benchmark.csv, so file i always corresponds to row i of the metadata.

Downloading the PDFs

You can download the PDFs from their original sources with the included script.

# Download all 100 papers + 100 slides into ./papers and ./slides
python download_pdfs.py

Useful options:

python download_pdfs.py --type slides          # slides only (or: papers, both)
python download_pdfs.py --indices 0,5,84        # just a few entries
python download_pdfs.py --limit 10              # first 10 entries
python download_pdfs.py --out /data/arcbench    # choose the output directory
python download_pdfs.py --workers 8             # more parallelism
python download_pdfs.py --force                 # re-download existing files

The script verifies every download is a real PDF, writes atomically, and skips files that are already present, so it is safe to re-run to resume an interrupted download. Any files it could not fetch are listed in download_failures.csv.

A note on versions

Links point to the canonical, live source for each work. For papers hosted on arXiv this is the latest revision, which may differ slightly from the exact PDF originally archived for the benchmark (updated figures, camera-ready edits, etc.). The content is the same paper. Slide decks served by conference media servers are typically byte-for-byte identical.

Dataset Statistics

Distribution by Conference

Conference	Papers
ICML	51
ICLR	31
NeurIPS	12
ICCV	4
CVPR	2

Distribution by Year

Year	Papers
2022	15
2023	15
2024	26
2025	44

Content Statistics

Metric	Mean	Min	Max
Figures per paper	6.0	3	18
Tables per paper	5.3	3	—
Slides per paper	27.5	8	85
Characters per paper	50,411	—	—

92% of papers include an appendix
100% are oral presentations

Selection Criteria

Papers were selected using the following filters applied to a broader 994-paper dataset:

Presentation type: Oral only
Minimum figures: ≥ 3
Minimum tables: ≥ 3
Original paper available: Must have the full (non-anonymized) version
Balanced sampling: Proportional stratified sampling across year × conference to reach exactly 100 papers

Intended Uses

This dataset is suited for:

Slide generation / paper-to-slide summarization: Given papers/, generate slides comparable to slides/
Slide-grounded QA: Answer questions about a paper using its slides as context
Cross-modal retrieval: Match papers to their corresponding slides
LLM evaluation: Benchmark LLM understanding of dense scientific documents
Multimodal document analysis: Study relationships between figures, tables, equations, and slide content

Source

Papers were collected from official proceedings of:

ICML (2022–2025)
ICLR (2024–2025)
NeurIPS (2022–2025)
CVPR (2024–2025)
ICCV (2025)

Citation

If you use this dataset in your research, please cite:

@article{ozden2026arcdeck,
  title     = {Narrative-Driven Paper-to-Slide Generation via ArcDeck},
  author    = {Ozden, Tarik Can and VS, Sachidanand and Horoz, Furkan
               and Kara, Ozgur and Kim, Junho and Rehg, James M.},
  journal   = {arXiv preprint arXiv:2604.11969},
  year      = {2026}
}

License

The benchmark metadata (benchmark.csv), the source links, and the download scripts in this repository are released under the MIT license.