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

1,582 papers, page 15 of 32

701. ICLR 2025SysBench: Can LLMs Follow System Message?
702. ICLR 2025TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks
703. ICLR 2025Talking Turns: Benchmarking Audio Foundation Models on Turn-Taking Dynamics
704. ICLR 2025TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types
705. ICLR 2025TAU-106K: A New Dataset for Comprehensive Understanding of Traffic Accident
706. ICLR 2025TDDBench: A Benchmark for Training data detection
707. ICLR 2025Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
708. ICLR 2025Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
709. ICLR 2025TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark
710. ICLR 2025TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics
711. ICLR 2025The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
712. ICLR 2025The KoLMogorov Test: Compression by Code Generation
713. ICLR 2025The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
714. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
715. ICLR 2025The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
716. ICLR 2025THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS
717. ICLR 2025To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
718. ICLR 2025TODO: Enhancing LLM Alignment with Ternary Preferences
719. ICLR 2025TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
720. ICLR 2025ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models
721. ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
722. ICLR 2025Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
723. ICLR 2025Training on the Test Task Confounds Evaluation and Emergence
724. ICLR 2025Transformer Block Coupling and its Correlation with Generalization in LLMs
725. ICLR 2025Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
726. ICLR 2025UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
727. ICLR 2025Uncovering Gaps in How Humans and LLMs Interpret Subjective Language
728. ICLR 2025Unearthing Skill-level Insights for Understanding Trade-offs of Foundation Models
729. ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
730. ICLR 2025UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
731. ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
732. ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
733. ICLR 2025Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning
734. ICLR 2025VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
735. ICLR 2025Vertical Federated Learning with Missing Features During Training and Inference
736. ICLR 2025VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models
737. ICLR 2025Video Action Differencing
738. ICLR 2025VideoPhy: Evaluating Physical Commonsense for Video Generation
739. ICLR 2025VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents
740. ICLR 2025VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning
741. ICLR 2025VOILA: Evaluation of MLLMs For Perceptual Understanding and Analogical Reasoning
742. ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
743. ICLR 2025VTDexManip: A Dataset and Benchmark for Visual-tactile Pretraining and Dexterous Manipulation with Reinforcement Learning
744. ICLR 2025VVC-Gym: A Fixed-Wing UAV Reinforcement Learning Environment for Multi-Goal Long-Horizon Problems
745. ICLR 2025Ward: Provable RAG Dataset Inference via LLM Watermarks
746. ICLR 2025Wasserstein Distances, Neuronal Entanglement, and Sparsity
747. ICLR 2025What Are Good Positional Encodings for Directed Graphs?
748. ICLR 2025What Makes a Maze Look Like a Maze?
749. ICLR 2025What Matters in Learning from Large-Scale Datasets for Robot Manipulation
750. ICLR 2025What's New in My Data? Novelty Exploration via Contrastive Generation

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.