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 37 of 40

1801. NeurIPS 2026ReefNet: A Large-Scale Dataset and Benchmark for Fine-Grained Coral Reef Recognition
1802. NeurIPS 2026Reflected Schrödinger Bridge Matching
1803. NeurIPS 2026Register Anything Model for Generalizable and Robust Point Cloud Registration
1804. NeurIPS 2026Reinforcement Learning for Diffusion LLMs with Entropy-Guided Step Selection and Stepwise Advantages
1805. NeurIPS 2026RelFlexformer: Efficient Attention Transformers for Integrable Relative Positional Encodings
1806. NeurIPS 2026Reliable Abstention under Adversarial Injections: Lower Bounds and New Upper Bounds
1807. NeurIPS 2026Reporting Practice Matters: The Impact of Reference Choice on Chest X-ray Report Evaluation
1808. NeurIPS 2026RepoZero: Can LLMs Generate a Code Repository from Scratch?
1809. NeurIPS 2026Representation Rigidity in Face Embeddings: Orthogonal Identifiability and Backfill-Free Compatibility
1810. NeurIPS 2026Representing Part-Whole Hierarchy with Nested Neuronal Coherence
1811. NeurIPS 2026RESCAST-100K: A Comprehensive Dataset for Cross-Domain Residential Load and Indoor Temperature Forecasting
1812. NeurIPS 2026Reset Dependence Is Embodied: Training Protocol Changes Which Morphologies Appear Optimal
1813. NeurIPS 2026Resilience Matters for Embodied Agents System: New Metrics, Systematic Evaluation, and Optimization
1814. NeurIPS 2026ReSMap: Recasting Satellite Priors for Robust and Accurate Online HD Map Construction
1815. NeurIPS 2026Resolution-Aware Structural Density Peak Clustering
1816. NeurIPS 2026Rethinking "RL Generalizes, SFT Memorizes": The Role of SFT Data
1817. NeurIPS 2026Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets?
1818. NeurIPS 2026Rethinking Long-Video Efficiency: A Joint Allocation Perspective on Frames, Pixels, and Front-End Latency
1819. NeurIPS 2026Rethinking Projector Training in Multimodal LLMs
1820. NeurIPS 2026Rethinking SAE Evaluation: An Atomic Interpretable Unit Framework Reveals Hidden Polysemanticity and Redundancy
1821. NeurIPS 2026Rethinking XAI Evaluation: A Human-Centered Audit of Shapley Benchmarks in High-Stakes Settings
1822. NeurIPS 2026Revisiting Incremental Learning: A Three-Interface Diagnosis of Stability and Plasticity
1823. NeurIPS 2026Reward-Conditioned Reinforcement Learning
1824. NeurIPS 2026Richer or More Gates? Fan-In Trade-offs in Learnable Logic Circuits
1825. NeurIPS 2026RoadmapBench: Evaluating Long-Horizon Agentic Software Development Across Version Upgrades
1826. NeurIPS 2026Robust and Hard-to-Remove GNN Watermarking via Topological Invariant Perception
1827. NeurIPS 2026Robust Approximate Nearest Neighbor Search for Any Dataset
1828. NeurIPS 2026Robust Domain Generalization under Divergent Marginal and Conditional Distributions
1829. NeurIPS 2026Robust Satisficing Ensemble: Scalable Model Aggregation Under Distribution Shifts
1830. NeurIPS 2026Robust Statistical Estimators with Bounded Empirical Sensitivity
1831. NeurIPS 2026Routeability Before Routing: Routeability Audit Protocol (RAP) and RouteabilityBench for Audited LLM Model Selection
1832. NeurIPS 2026RSSA: Robust Semantic and Spatial Aligner for Collaborative Perception
1833. NeurIPS 2026RTCBench: Evaluating Tool Use of Large Language Models Beyond Oracle Access
1834. NeurIPS 2026RTEB: An Overfitting-Resistant Benchmark for Embedding Model Evaluation
1835. NeurIPS 2026RVR: Retrieve-Verify-Retrieve for Comprehensive Question Answering
1836. NeurIPS 2026S&P: Towards Scalable and Powerful Graph Learning with Hierarchical Structural Acquisition
1837. NeurIPS 2026S3Former: Sequential, Structural, and Statistical Fusion for Continuous-Time Dynamic Graphs
1838. NeurIPS 2026Safe Actions Can Form Unsafe Traces: Benchmarking and Shielding Compositional Emergent Risk in AI Agents
1839. NeurIPS 2026Safe Active Learning with Future Viability Guarantees in Time-Series Models
1840. NeurIPS 2026Safe Offline Reinforcement Learning using Behavior Regularisation and Latent Feasibility-Guidance
1841. NeurIPS 2026SafeDrug: A Benchmark Dataset for Safety-Critical Pharmacological Reasoning in LLMs
1842. NeurIPS 2026SAGE: Semantically Disentangled Representation Learning through Latent Geometry Constraint and Large Language Model
1843. NeurIPS 2026SAM 3D Animal: Promptable Animal 3D Reconstruction from Images in the Wild
1844. NeurIPS 2026Same Words, Different Judgments: How Preferences Vary Across Modalities
1845. NeurIPS 2026SBNO : Schrödinger Bridge Neural Operator for the Forward and Inverse Problems under Missing Information
1846. NeurIPS 2026Scalable Fair Learning via Cramér-von Mises Regularization
1847. NeurIPS 2026Scaling Arbitrary Architectures and Optimizers with Automatic Parameterization
1848. NeurIPS 2026Scaling Genomic Language Modeling with Unified Corpus and Evaluation in Bacteria
1849. NeurIPS 2026Scaling Point-in-Time Language Models: Economic Evaluation of Embeddings
1850. NeurIPS 2026ScrapeGraphAI-100k: Dataset for Schema-Constrained LLM Generation

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.