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

5,852 papers, page 113 of 118

5601. ICML 2023Surrogate Module Learning: Reduce the Gradient Error Accumulation in Training Spiking Neural Networks
5602. ICML 2023TabDDPM: Modelling Tabular Data with Diffusion Models
5603. ICML 2023The Catalog Problem: Clustering and Ordering Variable-Sized Sets
5604. ICML 2023The Fast Johnson-Lindenstrauss Transform Is Even Faster
5605. ICML 2023The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
5606. ICML 2023The Numerical Stability of Hyperbolic Representation Learning
5607. ICML 2023The Regret of Exploration and the Control of Bad Episodes in Reinforcement Learning
5608. ICML 2023Topological Point Cloud Clustering
5609. ICML 2023Towards a Persistence Diagram that is Robust to Noise and Varied Densities
5610. ICML 2023Towards Unbiased Training in Federated Open-world Semi-supervised Learning
5611. ICML 2023Towards Understanding and Reducing Graph Structural Noise for GNNs
5612. ICML 2023TRAK: Attributing Model Behavior at Scale
5613. ICML 2023Transformed Distribution Matching for Missing Value Imputation
5614. ICML 2023Two-Scale Gradient Descent Ascent Dynamics Finds Mixed Nash Equilibria of Continuous Games: A Mean-Field Perspective
5615. ICML 2023Uncertain Evidence in Probabilistic Models and Stochastic Simulators
5616. ICML 2023Unifying Nesterov's Accelerated Gradient Methods for Convex and Strongly Convex Objective Functions
5617. ICML 2023Unlocking Slot Attention by Changing Optimal Transport Costs
5618. ICML 2023UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers
5619. ICML 2023What do CNNs Learn in the First Layer and Why? A Linear Systems Perspective
5620. ICML 2023When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis
5621. ICML 2023When do Minimax-fair Learning and Empirical Risk Minimization Coincide?
5622. ICML 2023When does Privileged information Explain Away Label Noise?
5623. ICML 2023Why does Throwing Away Data Improve Worst-Group Error?
5624. ICML 2023Why Target Networks Stabilise Temporal Difference Methods
5625. ICML 2023X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion
5626. NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
5627. NeurIPS 2023A benchmark of categorical encoders for binary classification
5628. NeurIPS 2023A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking
5629. NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
5630. NeurIPS 2023A Dataset of Relighted 3D Interacting Hands
5631. NeurIPS 2023A High-Resolution Dataset for Instance Detection with Multi-View Object Capture
5632. NeurIPS 2023A Massive Scale Semantic Similarity Dataset of Historical English
5633. NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
5634. NeurIPS 2023A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset
5635. NeurIPS 2023A Unified, Scalable Framework for Neural Population Decoding
5636. NeurIPS 2023AirDelhi: Fine-Grained Spatio-Temporal Particulate Matter Dataset From Delhi For ML based Modeling
5637. NeurIPS 2023Algorithm Selection for Deep Active Learning with Imbalanced Datasets
5638. NeurIPS 2023Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation
5639. NeurIPS 2023Ambient Diffusion: Learning Clean Distributions from Corrupted Data
5640. NeurIPS 2023An Efficient and Robust Framework for Approximate Nearest Neighbor Search with Attribute Constraint
5641. NeurIPS 2023An information-theoretic quantification of the content of communication between brain regions
5642. NeurIPS 2023An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions
5643. NeurIPS 2023AndroidInTheWild: A Large-Scale Dataset For Android Device Control
5644. NeurIPS 2023AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation
5645. NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
5646. NeurIPS 2023Automated Classification of Model Errors on ImageNet
5647. NeurIPS 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Web
5648. NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
5649. NeurIPS 2023BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks
5650. NeurIPS 2023BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing

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.