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

1,987 papers, page 39 of 40

1901. NeurIPS 2026Tactile MNIST: Benchmarking Active Tactile Perception
1902. NeurIPS 2026Temporal Prototype Alignment for Frozen-Feature Dataset Distillation
1903. NeurIPS 2026Tessellations of Semi-Discrete Flow Matching
1904. NeurIPS 2026Test-Time Prompt-Agnostic Decomposition
1905. NeurIPS 2026Testable and Actionable Calibration for Full Swap Regret
1906. NeurIPS 2026Text-to-CAD Evaluation with CADTests
1907. NeurIPS 2026The BAMBI Dataset: Multimodal Nadir UAV-Recordings of Forest Wildlife
1908. NeurIPS 2026The BatchNorm Illusion: Diagnosing Normalization Artifacts in Machine Unlearning Evaluation
1909. NeurIPS 2026The Bayesian Learning Rule Beyond KL Geometry
1910. NeurIPS 2026The Communication Bottleneck: A Round-Trip Study of Compositional Serialization in Language Models
1911. NeurIPS 2026The Deadline Effect: Identifying and Correcting Temporal Bias in Human Evaluation
1912. NeurIPS 2026The Heavy Hitter Oracle: Enhancing Frequency Estimation in Skewed Data Streams
1913. NeurIPS 2026The Illusion of Forgetting: Rank Leakage in Knowledge Editing and Its Mitigation
1914. NeurIPS 2026The Interplay of Data Structure and Imbalance in the Learning Dynamics of Diffusion Models
1915. NeurIPS 2026The Labeling Problem in Hallucination Detection Benchmarks: An Empirical Evaluation
1916. NeurIPS 2026The Marauder’s Map: Bézier Manifolds Reveal Hidden Surfaces for Model Merging and Ensembling
1917. NeurIPS 2026The Path Not Taken: RLVR Learns Off the Principals
1918. NeurIPS 2026The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment
1919. NeurIPS 2026The Pok\'emon Theorem and other Fairness Impossibility Results
1920. NeurIPS 2026The PokeAgent Challenge: Competitive and Long-Context Learning at Scale
1921. NeurIPS 2026The Ruler and the Judge: Benchmark-Conditional Evaluation of LLM-as-a-Judge
1922. NeurIPS 2026The Score Kalman Filter
1923. NeurIPS 2026The SEC Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data
1924. NeurIPS 2026The Sign Code: The Hidden Binary Nature of Deep Networks
1925. NeurIPS 2026The Stability of Data Exchange in Competitive Markets
1926. NeurIPS 2026The Structural Bias of $\ell_2$-Regularized Cross-Entropy Heads in Class-Incremental Learning: Characterization, Limits, and a Gauge-Anchoring Fix
1927. NeurIPS 2026The Subjectivity of Monoculture
1928. NeurIPS 2026The Value of Covariance Matching in Gaussian DDPMs and the Lanczos Sampler
1929. NeurIPS 2026THEIA: A Multimodal Dataset and Benchmark for Vision-Language Analysis of Layout
1930. NeurIPS 2026TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots
1931. NeurIPS 2026Time series analysis with Gumbel dynamics
1932. NeurIPS 2026TimeWarp: Evaluating Web Agents by Revisiting the Past
1933. NeurIPS 2026Timing Is All You Need: SpikeCore, Learnable Delays, and Gain Control for Neuromorphic Classification
1934. NeurIPS 2026TokenSwap: Benchmarking and Reducing the Modality Gap in Multimodal LLMs
1935. NeurIPS 2026TorchUMM: A Unified Multimodal Model Codebase for Evaluation, Analysis, and Post-training
1936. NeurIPS 2026Toward Embodied World Agents via Embodied-Planning Dataset and Interactive World Models
1937. NeurIPS 2026Toward Multimodal Sheet Music Recognition and Understanding
1938. NeurIPS 2026Towards Identifiable Latent Additive Noise Models
1939. NeurIPS 2026Towards Unified Dynamic Face Landmark Detection
1940. NeurIPS 2026Training Language Models to Explain Their Own Computations
1941. NeurIPS 2026Training-Based Backdoors Are Not Cryptographic
1942. NeurIPS 2026Training-Free 3D Editing via Feature-Divergence Localization and Trajectory Correction
1943. NeurIPS 2026TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation
1944. NeurIPS 2026TransmissiveGS: Residual-Guided Disentangled Gaussian Splatting for Transmissive Scene Reconstruction and Rendering
1945. NeurIPS 2026TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond
1946. NeurIPS 2026TreeWalker: Partial Evaluation for Grouped Tree-Ensemble Inference
1947. NeurIPS 2026TRIAD: Benchmarking Omni-Modal Ambiguity in Multimodal Large Language Models
1948. NeurIPS 2026Trivialized Generative Models on Lie Groups
1949. NeurIPS 2026Trustworthy and Efficient Map-free LiDAR Localization via Scan-Pose Alignment and Flow Matching
1950. NeurIPS 2026TSB-SEG: A Systematic Time-Series Segmentation Benchmark

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.