Datasets and Benchmarks papers, 2023–2026

Key findings

• Datasets and Benchmarks went from 937 papers in 2023 to 1,991 in 2026, roughly 2.1x in three years.
• NeurIPS publishes the most Datasets and Benchmarks work: 1,935 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with AI Agents: papers tagged with both rose from 8 in 2023 to 194 in 2026.
• Among the 5 topics under Efficiency and Systems, it ranks #1 by 2026 paper count; the fastest grower in the group, Hardware-Aware ML, is up 4.4x versus 2.1x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Surrogate Perspective on Convergence of Fixed-Target DQN
• ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
• ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
• CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
• NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
• ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
• ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
• CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
• NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
• ICML 2024A connection between Tempering and Entropic Mirror Descent
• ICLR 2024A Benchmark Study on Calibration
• CVPR 2024Data Valuation and Detections in Federated Learning
• NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
• ICML 2023A Picture of the Space of Typical Learnable Tasks
• ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
• CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
• NeurIPS 2026A Theoretical Bridge Between Long-Tailed Recognition and Continual Learning
• ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
• ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and

All Datasets and Benchmarks papers

1,432 papers, page 15 of 29

701. ICLR 2025Century: A Framework and Dataset for Evaluating Historical Contextualisation of Sensitive Images
702. ICLR 2025CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness
703. ICLR 2025CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding
704. ICLR 2025ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation
705. ICLR 2025Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates
706. ICLR 2025ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains
707. ICLR 2025CipherPrune: Efficient and Scalable Private Transformer Inference
708. ICLR 2025CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models
709. ICLR 2025ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models
710. ICLR 2025CofCA: A STEP-WISE Counterfactual Multi-hop QA benchmark
711. ICLR 2025Commit0: Library Generation from Scratch
712. ICLR 2025Confidence Elicitation: A New Attack Vector for Large Language Models
713. ICLR 2025Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback
714. ICLR 2025Consistency Checks for Language Model Forecasters
715. ICLR 2025Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
716. ICLR 2025ConvCodeWorld: Benchmarking Conversational Code Generation in Reproducible Feedback Environments
717. ICLR 2025Coreset Selection via Reducible Loss in Continual Learning
718. ICLR 2025Coreset Spectral Clustering
719. ICLR 2025Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking
720. ICLR 2025Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits
721. ICLR 2025cryoSPHERE: Single-Particle HEterogeneous REconstruction from cryo EM
722. ICLR 2025CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery
723. ICLR 2025Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models
724. ICLR 2025CycleResearcher: Improving Automated Research via Automated Review
725. ICLR 2025DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life
726. ICLR 2025Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning
727. ICLR 2025Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-training of Deep Networks
728. ICLR 2025Dataset Ownership Verification in Contrastive Pre-trained Models
729. ICLR 2025Difference-of-submodular Bregman Divergence
730. ICLR 2025Differentiable Integer Linear Programming
731. ICLR 2025Diffusing States and Matching Scores: A New Framework for Imitation Learning
732. ICLR 2025Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models
733. ICLR 2025Diffusion Models as Cartoonists: The Curious Case of High Density Regions
734. ICLR 2025DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
735. ICLR 2025Distilling Dataset into Neural Field
736. ICLR 2025Do Large Language Models Truly Understand Geometric Structures?
737. ICLR 2025Do LLMs estimate uncertainty well in instruction-following?
738. ICLR 2025Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs
739. ICLR 2025Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives
740. ICLR 2025Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want
741. ICLR 2025DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation
742. ICLR 2025DRoP: Distributionally Robust Data Pruning
743. ICLR 2025Dynamic Contrastive Skill Learning with State-Transition Based Skill Clustering and Dynamic Length Adjustment
744. ICLR 2025Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
745. ICLR 2025Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks
746. ICLR 2025Dysca: A Dynamic and Scalable Benchmark for Evaluating Perception Ability of LVLMs
747. ICLR 2025ECD: A Machine Learning Benchmark for Predicting Enhanced-Precision Electronic Charge Density in Crystalline Inorganic Materials
748. ICLR 2025Efficient Cross-Episode Meta-RL
749. ICLR 2025ELFS: Label-Free Coreset Selection with Proxy Training Dynamics
750. ICLR 2025EmbedLLM: Learning Compact Representations of Large Language Models

FAQ

How many Datasets and Benchmarks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

5,856 in total: 937 in 2023, 1,346 in 2024, 1,582 in 2025, 1,991 in 2026.

How many Datasets and Benchmarks papers are at NeurIPS 2026?

NeurIPS 2026 has 623 Datasets and Benchmarks papers, versus 637 the year before.

How many Datasets and Benchmarks papers are at ICLR 2026?

ICLR 2026 has 635 Datasets and Benchmarks papers, versus 419 the year before.

How many Datasets and Benchmarks papers are at ICML 2026?

ICML 2026 has 275 Datasets and Benchmarks papers, versus 189 the year before.

How many Datasets and Benchmarks papers are at CVPR 2026?

CVPR 2026 has 458 Datasets and Benchmarks papers, versus 337 the year before.

Which conference publishes the most Datasets and Benchmarks papers?

NeurIPS, with 1,935 papers from 2023 to 2026.