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

1,935 papers, page 12 of 39

551. NeurIPS 2026The Labeling Problem in Hallucination Detection Benchmarks: An Empirical Evaluation
552. NeurIPS 2026The Marauder’s Map: Bézier Manifolds Reveal Hidden Surfaces for Model Merging and Ensembling
553. NeurIPS 2026The Path Not Taken: RLVR Learns Off the Principals
554. NeurIPS 2026The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment
555. NeurIPS 2026The Pok\'emon Theorem and other Fairness Impossibility Results
556. NeurIPS 2026The PokeAgent Challenge: Competitive and Long-Context Learning at Scale
557. NeurIPS 2026The Ruler and the Judge: Benchmark-Conditional Evaluation of LLM-as-a-Judge
558. NeurIPS 2026The Score Kalman Filter
559. NeurIPS 2026The SEC Filings Dataset: Reconstructing U.S. Corporate and Financial Disclosures into Layout-Faithful and Token-Efficient Pretraining Data
560. NeurIPS 2026The Sign Code: The Hidden Binary Nature of Deep Networks
561. NeurIPS 2026The Stability of Data Exchange in Competitive Markets
562. NeurIPS 2026The Structural Bias of $\ell_2$-Regularized Cross-Entropy Heads in Class-Incremental Learning: Characterization, Limits, and a Gauge-Anchoring Fix
563. NeurIPS 2026The Subjectivity of Monoculture
564. NeurIPS 2026The Value of Covariance Matching in Gaussian DDPMs and the Lanczos Sampler
565. NeurIPS 2026THEIA: A Multimodal Dataset and Benchmark for Vision-Language Analysis of Layout
566. NeurIPS 2026TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots
567. NeurIPS 2026Time series analysis with Gumbel dynamics
568. NeurIPS 2026TimeWarp: Evaluating Web Agents by Revisiting the Past
569. NeurIPS 2026Timing Is All You Need: SpikeCore, Learnable Delays, and Gain Control for Neuromorphic Classification
570. NeurIPS 2026TokenSwap: Benchmarking and Reducing the Modality Gap in Multimodal LLMs
571. NeurIPS 2026TorchUMM: A Unified Multimodal Model Codebase for Evaluation, Analysis, and Post-training
572. NeurIPS 2026Toward Embodied World Agents via Embodied-Planning Dataset and Interactive World Models
573. NeurIPS 2026Toward Multimodal Sheet Music Recognition and Understanding
574. NeurIPS 2026Towards Identifiable Latent Additive Noise Models
575. NeurIPS 2026Towards Unified Dynamic Face Landmark Detection
576. NeurIPS 2026Training Language Models to Explain Their Own Computations
577. NeurIPS 2026Training-Based Backdoors Are Not Cryptographic
578. NeurIPS 2026Training-Free 3D Editing via Feature-Divergence Localization and Trajectory Correction
579. NeurIPS 2026TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation
580. NeurIPS 2026TransmissiveGS: Residual-Guided Disentangled Gaussian Splatting for Transmissive Scene Reconstruction and Rendering
581. NeurIPS 2026TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond
582. NeurIPS 2026TreeWalker: Partial Evaluation for Grouped Tree-Ensemble Inference
583. NeurIPS 2026TRIAD: Benchmarking Omni-Modal Ambiguity in Multimodal Large Language Models
584. NeurIPS 2026Trivialized Generative Models on Lie Groups
585. NeurIPS 2026Trustworthy and Efficient Map-free LiDAR Localization via Scan-Pose Alignment and Flow Matching
586. NeurIPS 2026TSB-SEG: A Systematic Time-Series Segmentation Benchmark
587. NeurIPS 2026TurtLES: A Large-Scale Benchmark for Turbulent 3D Neural PDE Surrogates
588. NeurIPS 2026TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing
589. NeurIPS 2026Two-Level Softmax Sampling Done Right: Correcting Bias from Size Imbalance and Dispersion
590. NeurIPS 2026Uncertainty Quantification for Large Language Diffusion Models
591. NeurIPS 2026Understanding the Interplay between Memorization and Learning in Large Language Models
592. NeurIPS 2026UniverSat: Resolution- and Modality-Agnostic Transformers for Earth Observation
593. NeurIPS 2026Unlearning Diffusion Policies via Relative Fisher Forgetting
594. NeurIPS 2026VAANI: Capturing the language landscape for an inclusive digital India
595. NeurIPS 2026Vendi Anomaly Scores for Efficient and Accurate Anomaly Detection
596. NeurIPS 2026VeriVul: A Verification-Guided Framework for Generating Realistic Vulnerability Benchmarks
597. NeurIPS 2026ViroGym: Realistic Large-Scale Benchmarks for Evaluating Viral Proteins
598. NeurIPS 2026Visual Robustness and Neural Alignment in a Shared Foraging Task: The Mouse vs. AI Benchmark
599. NeurIPS 2026Vortex: Efficient and Programmable Sparse Attention Serving
600. NeurIPS 2026VTBench: Disentangled and Human-Aligned Evaluation for Image-Based Virtual Try-on

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.