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 53 of 118

2601. ICLR 2025On Linear Representations and Pretraining Data Frequency in Language Models
2602. ICLR 2025On Stochastic Contextual Bandits with Knapsacks in Small Budget Regime
2603. ICLR 2025On the Byzantine-Resilience of Distillation-Based Federated Learning
2604. ICLR 2025Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics
2605. ICLR 2025OpenHands: An Open Platform for AI Software Developers as Generalist Agents
2606. ICLR 2025OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data
2607. ICLR 2025OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?
2608. ICLR 2025OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation
2609. ICLR 2025Operator Deep Smoothing for Implied Volatility
2610. ICLR 2025OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling
2611. ICLR 2025Optimal Protocols for Continual Learning via Statistical Physics and Control Theory
2612. ICLR 2025OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
2613. ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
2614. ICLR 2025PALMBENCH: A COMPREHENSIVE BENCHMARK OF COMPRESSED LARGE LANGUAGE MODELS ON MOBILE PLATFORMS
2615. ICLR 2025Pedestrian Motion Reconstruction: A Large-scale Benchmark via Mixed Reality Rendering with Multiple Perspectives and Modalities
2616. ICLR 2025Personalized Visual Instruction Tuning
2617. ICLR 2025PersonalLLM: Tailoring LLMs to Individual Preferences
2618. ICLR 2025PhyloLM: Inferring the Phylogeny of Large Language Models and Predicting their Performances in Benchmarks
2619. ICLR 2025PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding
2620. ICLR 2025Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs
2621. ICLR 2025PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark
2622. ICLR 2025PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performance
2623. ICLR 2025PiCO: Peer Review in LLMs based on Consistency Optimization
2624. ICLR 2025Plastic Learning with Deep Fourier Features
2625. ICLR 2025Polyrating: A Cost-Effective and Bias-Aware Rating System for LLM Evaluation
2626. ICLR 2025PPT: Patch Order Do Matters In Time Series Pretext Task
2627. ICLR 2025Predictive Uncertainty Quantification for Bird's Eye View Segmentation: A Benchmark and Novel Loss Function
2628. ICLR 2025Prevalence of Negative Transfer in Continual Reinforcement Learning: Analyses and a Simple Baseline
2629. ICLR 2025Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution
2630. ICLR 2025Protecting against simultaneous data poisoning attacks
2631. ICLR 2025QA-Calibration of Language Model Confidence Scores
2632. ICLR 2025Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model
2633. ICLR 2025Realistic Evaluation of Deep Partial-Label Learning Algorithms
2634. ICLR 2025Reassessing How to Compare and Improve the Calibration of Machine Learning Models
2635. ICLR 2025RecFlow: An Industrial Full Flow Recommendation Dataset
2636. ICLR 2025ReCogLab: a framework testing relational reasoning & cognitive hypotheses on LLMs
2637. ICLR 2025Recovering Manifold Structure Using Ollivier Ricci Curvature
2638. ICLR 2025Redefining the task of Bioactivity Prediction
2639. ICLR 2025Reframing Structure-Based Drug Design Model Evaluation via Metrics Correlated to Practical Needs
2640. ICLR 2025Relax and Merge: A Simple Yet Effective Framework for Solving Fair $k$-Means and $k$-sparse Wasserstein Barycenter Problems
2641. ICLR 2025Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery
2642. ICLR 2025ReSi: A Comprehensive Benchmark for Representational Similarity Measures
2643. ICLR 2025Rethinking Classifier Re-Training in Long-Tailed Recognition: Label Over-Smooth Can Balance
2644. ICLR 2025Rethinking the generalization of drug target affinity prediction algorithms via similarity aware evaluation
2645. ICLR 2025Revisiting Mode Connectivity in Neural Networks with Bezier Surface
2646. ICLR 2025Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control
2647. ICLR 2025Revisiting text-to-image evaluation with Gecko: on metrics, prompts, and human rating
2648. ICLR 2025RGB-Event ISP: The Dataset and Benchmark
2649. ICLR 2025RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style
2650. ICLR 2025RMB: Comprehensively benchmarking reward models in LLM alignment

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.