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

1,935 papers, page 16 of 39

751. NeurIPS 2025DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding
752. NeurIPS 2025Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models
753. NeurIPS 2025DataRater: Meta-Learned Dataset Curation
754. NeurIPS 2025Dataset Distillation of 3D Point Clouds via Distribution Matching
755. NeurIPS 2025Datasets, Documents, and Repetitions: The Practicalities of Unequal Data Quality
756. NeurIPS 2025DataSIR: A Benchmark Dataset for Sensitive Information Recognition
757. NeurIPS 2025DATE-LM: Benchmarking Data Attribution Evaluation for Large Language Models
758. NeurIPS 2025DAVE: Diagnostic benchmark for Audio Visual Evaluation
759. NeurIPS 2025DCAD-2000: A Multilingual Dataset across 2000+ Languages with Data Cleaning as Anomaly Detection
760. NeurIPS 2025Deciphering the Extremes: A Novel Approach for Pathological Long-tailed Recognition in Scientific Discovery
761. NeurIPS 2025DecoyDB: A Dataset for Graph Contrastive Learning in Protein-Ligand Binding Affinity Prediction
762. NeurIPS 2025Defining and Discovering Hyper-meta-paths for Heterogeneous Hypergraphs
763. NeurIPS 2025DeltaFormer: Unlock the state space of Transformer
764. NeurIPS 2025Delving into Cascaded Instability: A Lipschitz Continuity View on Image Restoration and Object Detection Synergy
765. NeurIPS 2025Demystifying Network Foundation Models
766. NeurIPS 2025DermaCon-IN: A Multiconcept-Annotated Dermatological Image Dataset of Indian Skin Disorders for Clinical AI Research
767. NeurIPS 2025DetectiumFire: A Comprehensive Multi-modal Dataset Bridging Vision and Language for Fire Understanding
768. NeurIPS 2025DexGarmentLab: Dexterous Garment Manipulation Environment with Generalizable Policy
769. NeurIPS 2025DGCBench: A Deep Graph Clustering Benchmark
770. NeurIPS 2025Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking
771. NeurIPS 2025Diffusion Classifiers Understand Compositionality, but Conditions Apply
772. NeurIPS 2025Diffusion Federated Dataset
773. NeurIPS 2025Dimensional Collapse in VQVAEs: Evidence and Remedies
774. NeurIPS 2025DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
775. NeurIPS 2025Discrete Diffusion Models: Novel Analysis and New Sampler Guarantees
776. NeurIPS 2025Disentanglement Beyond Static vs. Dynamic: A Benchmark and Evaluation Framework for Multi-Factor Sequential Representations
777. NeurIPS 2025Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data
778. NeurIPS 2025DPA: A one-stop metric to measure bias amplification in classification datasets
779. NeurIPS 2025DQVis Dataset: Natural Language to Biomedical Visualization
780. NeurIPS 2025DrivAerStar: An Industrial-Grade CFD Dataset for Vehicle Aerodynamic Optimization
781. NeurIPS 2025DroneAudioset: An Audio Dataset for Drone-based Search and Rescue
782. NeurIPS 2025Dual-Stage Value-Guided Inference with Margin-Based Reward Adjustment for Fast and Faithful VLM Captioning
783. NeurIPS 2025DUAL: Learning Diverse Kernels for Aggregated Two-sample and Independence Testing
784. NeurIPS 2025DuSA: Fast and Accurate Dual-Stage Sparse Attention Mechanism Accelerating Both Training and Inference
785. NeurIPS 2025Dynamic Diameter in High-Dimensions against Adaptive Adversary and Beyond
786. NeurIPS 2025EDBench: Large-Scale Electron Density Data for Molecular Modeling
787. NeurIPS 2025EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated Code
788. NeurIPS 2025Efficient and Generalizable Mixed-Precision Quantization via Topological Entropy
789. NeurIPS 2025Efficient Safe Meta-Reinforcement Learning: Provable Near-Optimality and Anytime Safety
790. NeurIPS 2025EgoBlind: Towards Egocentric Visual Assistance for the Blind
791. NeurIPS 2025EgoExoBench: A Benchmark for First- and Third-person View Video Understanding in MLLMs
792. NeurIPS 2025EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity Understanding
793. NeurIPS 2025EgoVid-5M: A Large-Scale Video-Action Dataset for Egocentric Videos Generation
794. NeurIPS 2025Embodied Crowd Counting
795. NeurIPS 2025Embodied Web Agents: Bridging Physical-Digital Realms for Integrated Agent Intelligence
796. NeurIPS 2025EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge
797. NeurIPS 2025EmoNet-Face: An Expert-Annotated Benchmark for Synthetic Emotion Recognition
798. NeurIPS 2025Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping
799. NeurIPS 2025EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis
800. NeurIPS 2025EngiBench: A Framework for Data-Driven Engineering Design Research

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.