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

1,346 papers, page 10 of 27

451. ICLR 2024Habitat 3.0: A Co-Habitat for Humans, Avatars, and Robots
452. ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
453. ICLR 2024HoloNets: Spectral Convolutions do extend to Directed Graphs
454. ICLR 2024How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
455. ICLR 2024Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty
456. ICLR 2024Hypergraph Dynamic System
457. ICLR 2024I-PHYRE: Interactive Physical Reasoning
458. ICLR 2024Idempotence and Perceptual Image Compression
459. ICLR 2024ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms
460. ICLR 2024ImagenHub: Standardizing the evaluation of conditional image generation models
461. ICLR 2024Improved algorithm and bounds for successive projection
462. ICLR 2024Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data
463. ICLR 2024Improving Offline RL by Blending Heuristics
464. ICLR 2024Inner Classifier-Free Guidance and Its Taylor Expansion for Diffusion Models
465. ICLR 2024InstructDET: Diversifying Referring Object Detection with Generalized Instructions
466. ICLR 2024InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation
467. ICLR 2024InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
468. ICLR 2024Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
469. ICLR 2024KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval
470. ICLR 2024KoLA: Carefully Benchmarking World Knowledge of Large Language Models
471. ICLR 2024Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models
472. ICLR 2024Language Model Cascades: Token-Level Uncertainty And Beyond
473. ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
474. ICLR 2024Large Language Models Are Not Robust Multiple Choice Selectors
475. ICLR 2024Large Language Models as Automated Aligners for benchmarking Vision-Language Models
476. ICLR 2024Layer-wise linear mode connectivity
477. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
478. ICLR 2024Learning from Sparse Offline Datasets via Conservative Density Estimation
479. ICLR 2024Learning Over Molecular Conformer Ensembles: Datasets and Benchmarks
480. ICLR 2024Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation
481. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals
482. ICLR 2024Light-MILPopt: Solving Large-scale Mixed Integer Linear Programs with Lightweight Optimizer and Small-scale Training Dataset
483. ICLR 2024LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses
484. ICLR 2024LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
485. ICLR 2024LoTa-Bench: Benchmarking Language-oriented Task Planners for Embodied Agents
486. ICLR 2024Measuring Vision-Language STEM Skills of Neural Models
487. ICLR 2024MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
488. ICLR 2024MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
489. ICLR 2024MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback
490. ICLR 2024MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
491. ICLR 2024Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
492. ICLR 2024Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
493. ICLR 2024Momentum Benefits Non-iid Federated Learning Simply and Provably
494. ICLR 2024MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction Following
495. ICLR 2024Multisize Dataset Condensation
496. ICLR 2024MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning
497. ICLR 2024MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data
498. ICLR 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace
499. ICLR 2024NEFTune: Noisy Embeddings Improve Instruction Finetuning
500. ICLR 2024Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning

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.