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 13 of 118

601. ICLR 2026DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
602. ICLR 2026DELTA-Code: How RL Unlocks and Transfers New Programming Algorithms in LLMs
603. ICLR 2026Demystifying Deep Search: A Holistic Evaluation with Hint-free Multi-Hop Questions and Factorised Metrics
604. ICLR 2026DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning
605. ICLR 2026Detecting Data Contamination in LLMs via In-Context Learning
606. ICLR 2026DevOps-Gym: Benchmarking AI Agents in Software DevOps Cycle
607. ICLR 2026DHG-Bench: A Comprehensive Benchmark for Deep Hypergraph Learning
608. ICLR 2026Diffusion Models as Dataset Distillation Priors
609. ICLR 2026DISCO: Diversifying Sample Condensation for Accelerating Model Evaluation
610. ICLR 2026DiscoX: Benchmarking Discourse-Level Translation in Expert Domains
611. ICLR 2026DM4CT: Benchmarking Diffusion Models for Computed Tomography Reconstruction
612. ICLR 2026Do 3D Large Language Models Really Understand 3D Spatial Relationships?
613. ICLR 2026Do LLM Agents Know How to Ground, Recover, and Assess? Evaluating Epistemic Competence in Information-Seeking Agents
614. ICLR 2026Do LLMs Forget What They Should? Evaluating In-Context Forgetting in Large Language Models
615. ICLR 2026Do Vision-Language Models Respect Contextual Integrity in Location Disclosure?
616. ICLR 2026Don't Forget Its Variance! The Minimum Path Variance Principle for Accurate and Stable Score-Based Models
617. ICLR 2026DrivingGen: A Comprehensive Benchmark for Generative Video World Models in Autonomous Driving
618. ICLR 2026DUET: DISTILLED LLM UNLEARNING FROM AN EFFICIENTLY CONTEXTUALIZED TEACHER
619. ICLR 2026EarthSE: A Benchmark Evaluating Earth Scientific Exploration Capability for Large Language Models
620. ICLR 2026Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?
621. ICLR 2026EchoMind: An Interrelated Multi-level Benchmark for Evaluating Empathetic Speech Language Models
622. ICLR 2026EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial Statements
623. ICLR 2026EditBench: Evaluating LLM Abilities to Perform Real-World Instructed Code Edits
624. ICLR 2026EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing
625. ICLR 2026EdiVal-Agent: An Object-Centric Framework for Automated, Fine-Grained Evaluation of Multi-Turn Editing
626. ICLR 2026EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video
627. ICLR 2026EgoNight: Towards Egocentric Vision Understanding at Night with a Challenging Benchmark
628. ICLR 2026EgoTwin: Dreaming Body and View in First Person
629. ICLR 2026Emergent Misalignment is Easy, Narrow Misalignment is Hard
630. ICLR 2026EmoPrefer: Can Large Language Models Understand Human Emotion Preferences?
631. ICLR 2026Enhanced Generative Model Evaluation with Clipped Density and Coverage
632. ICLR 2026Enhancing Agentic Search via Data Synthesis on Hierarchical Constraint Satisfaction
633. ICLR 2026Enhancing Generative Auto-bidding with Offline Reward Evaluation and Policy Search
634. ICLR 2026Enhancing Learning with Noisy Labels via Rockafellian Relaxation
635. ICLR 2026Entering the Era of Discrete Diffusion Models: A Benchmark for Schrödinger Bridges and Entropic Optimal Transport
636. ICLR 2026ERTACache: Error Rectification and Timesteps Adjustment for Efficient Diffusion
637. ICLR 2026Evaluating and Improving Cultural Awareness of Reward Models for LLM Alignment
638. ICLR 2026Evaluating Cross-Modal Reasoning Ability and Problem Charactaristics with Multimodal Item Response Theory
639. ICLR 2026Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
640. ICLR 2026Evaluating SAE interpretability without generating explanations
641. ICLR 2026Evaluating Text Creativity across Diverse Domains: a Dataset and Large Language Model Evaluator
642. ICLR 2026Everything in Its Place: Benchmarking Spatial Intelligence of Text-to-Image Models
643. ICLR 2026EXP-Bench: Can AI Conduct AI Research Experiments?
644. ICLR 2026Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis
645. ICLR 2026ExpertLongBench: Benchmarking Language Models on Expert-Level Long-Form Generation Tasks with Structured Checklists
646. ICLR 2026ExpGuard: LLM Content Moderation in Specialized Domains
647. ICLR 2026Explainable $ K $-means Neural Networks for Multi-view Clustering
648. ICLR 2026Explainable Token-level Noise Filtering for LLM Fine-tuning Datasets
649. ICLR 2026Explaining Grokking and Information Bottleneck through Neural Collapse Emergence
650. ICLR 2026Exploring Real-Time Super-Resolution: Benchmarking and Fine-Tuning for Streaming Content

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.