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

1,432 papers, page 13 of 29

601. ICLR 2026Virtual Community: An Open World for Humans, Robots, and Society
602. ICLR 2026VisCoder2: Building Multi-Language Visualization Coding Agents
603. ICLR 2026VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models
604. ICLR 2026Vision Language Models are Biased
605. ICLR 2026VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
606. ICLR 2026VisualPRM400K: An Effective Dataset for Training Multimodal Process Reward Models
607. ICLR 2026VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
608. ICLR 2026VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
609. ICLR 2026VLSU: Mapping the Limits of Joint Multimodal Understanding for AI Safety
610. ICLR 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Models
611. ICLR 2026VPI-Bench: Visual Prompt Injection Attacks for Computer-Use Agents
612. ICLR 2026VUDG: A Dataset for Video Understanding Domain Generalization
613. ICLR 2026WARC-Bench: Web Archive based Benchmark for GUI Subtask Executions
614. ICLR 2026WARP: Weight Teleportation for Attack-Resilient Unlearning Protocols
615. ICLR 2026WearVox: An Egocentric Multichannel Voice Assistant Benchmark for Wearables
616. ICLR 2026WebDevJudge: Evaluating (M)LLMs as Critiques for Web Development Quality
617. ICLR 2026WebDS: An End-to-End Benchmark for Web-based Data Science
618. ICLR 2026WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents
619. ICLR 2026What's In My Human Feedback? Learning Interpretable Descriptions of Preference Data
620. ICLR 2026When Bias Helps Learning: Bridging Initial Prejudice and Trainability
621. ICLR 2026When Data is the Algorithm: A Systematic Study and Curation of Preference Optimization Datasets
622. ICLR 2026When Large Multimodal Models Confront Evolving Knowledge: Challenges and Explorations
623. ICLR 2026When Machine Learning Gets Personal: Evaluating Prediction and Explanation
624. ICLR 2026When Shift Happens - Confounding Is to Blame
625. ICLR 2026When Style Breaks Safety: Defending LLMs Against Superficial Style Alignment
626. ICLR 2026When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM Ensembling
627. ICLR 2026When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
628. ICLR 2026Why Adversarially Train Diffusion Models?
629. ICLR 2026Why We Need New Benchmarks for Local Intrinsic Dimension Estimation
630. ICLR 2026WideSearch: Benchmarking Agentic Broad Info-Seeking
631. ICLR 2026Will AI Tell Lies to Save Sick Children? Litmus-Testing AI Values Prioritization with AIRiskDilemmas
632. ICLR 2026Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning
633. ICLR 2026WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark
634. ICLR 2026WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs
635. ICLR 2026XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
636. ICLR 2025{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains
637. ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
638. ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
639. ICLR 2025A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation
640. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
641. ICLR 2025A New Perspective on Shampoo's Preconditioner
642. ICLR 2025A Probabilistic Perspective on Unlearning and Alignment for Large Language Models
643. ICLR 2025A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules
644. ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
645. ICLR 2025Accelerating neural network training: An analysis of the AlgoPerf competition
646. ICLR 2025ACES: Automatic Cohort Extraction System for Event-Stream Datasets
647. ICLR 2025ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
648. ICLR 2025Active Learning for Neural PDE Solvers
649. ICLR 2025ACTIVE: Offline Reinforcement Learning via Adaptive Imitation and In-sample $V$-Ensemble
650. ICLR 2025Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection

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.