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 10 of 32

451. ICLR 2025ELFS: Label-Free Coreset Selection with Proxy Training Dynamics
452. ICLR 2025EmbedLLM: Learning Compact Representations of Large Language Models
453. ICLR 2025Equivariant Neural Functional Networks for Transformers
454. ICLR 2025EvA: Erasing Spurious Correlations with Activations
455. ICLR 2025Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective
456. ICLR 2025Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles
457. ICLR 2025Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
458. ICLR 2025Expected Sliced Transport Plans
459. ICLR 2025Explanations of GNN on Evolving Graphs via Axiomatic Layer edges
460. ICLR 2025Exploring Learning Complexity for Efficient Downstream Dataset Pruning
461. ICLR 2025Extending Mercer's expansion to indefinite and asymmetric kernels
462. ICLR 2025Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning
463. ICLR 2025Fair Clustering in the Sliding Window Model
464. ICLR 2025FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs
465. ICLR 2025FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
466. ICLR 2025Fantastic Copyrighted Beasts and How (Not) to Generate Them
467. ICLR 2025Fast Summation of Radial Kernels via QMC Slicing
468. ICLR 2025Fast training and sampling of Restricted Boltzmann Machines
469. ICLR 2025Faster Algorithms for Structured Linear and Kernel Support Vector Machines
470. ICLR 2025Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting
471. ICLR 2025Feedback Schrödinger Bridge Matching
472. ICLR 2025Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement
473. ICLR 2025Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset
474. ICLR 2025Find A Winning Sign: Sign Is All We Need to Win the Lottery
475. ICLR 2025ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities
476. ICLR 2025Forget the Data and Fine-Tuning! Just Fold the Network to Compress
477. ICLR 2025From Tokens to Lattices: Emergent Lattice Structures in Language Models
478. ICLR 2025Fully-inductive Node Classification on Arbitrary Graphs
479. ICLR 2025GameArena: Evaluating LLM Reasoning through Live Computer Games
480. ICLR 2025GenDataAgent: On-the-fly Dataset Augmentation with Synthetic Data
481. ICLR 2025General Scene Adaptation for Vision-and-Language Navigation
482. ICLR 2025Generalizing Weisfeiler-Lehman Kernels to Subgraphs
483. ICLR 2025GenXD: Generating Any 3D and 4D Scenes
484. ICLR 2025GeoILP: A Synthetic Dataset to Guide Large-Scale Rule Induction
485. ICLR 2025GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero Cost
486. ICLR 2025Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization
487. ICLR 2025GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs
488. ICLR 2025GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning
489. ICLR 2025Going Beyond Feature Similarity: Effective Dataset distillation based on Class-aware Conditional Mutual Information
490. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
491. ICLR 2025Graph-based Document Structure Analysis
492. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
493. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
494. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
495. ICLR 2025Group Distributionally Robust Dataset Distillation with Risk Minimization
496. ICLR 2025GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinement
497. ICLR 2025GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
498. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
499. ICLR 2025HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics
500. ICLR 2025Harnessing Webpage UIs for Text-Rich Visual Understanding

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.