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

1,582 papers, page 31 of 32

1501. NeurIPS 2025The Rashomon Set Has It All: Analyzing Trustworthiness of Trees under Multiplicity
1502. NeurIPS 2025The Temporal Graph of Bitcoin Transactions
1503. NeurIPS 2025TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
1504. NeurIPS 2025ThermalGen: Style-Disentangled Flow-Based Generative Models for RGB-to-Thermal Image Translation
1505. NeurIPS 2025ThinkBench: Dynamic Out-of-Distribution Evaluation for Robust LLM Reasoning
1506. NeurIPS 2025This Time is Different: An Observability Perspective on Time Series Foundation Models
1507. NeurIPS 2025Thousand Voices of Trauma: A Large-Scale Synthetic Dataset for Modeling Prolonged Exposure Therapy Conversations
1508. NeurIPS 2025Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions
1509. NeurIPS 2025THUNDER: Tile-level Histopathology image UNDERstanding benchmark
1510. NeurIPS 2025TIDMAD: Time Series Dataset for Discovering Dark Matter with AI Denoising
1511. NeurIPS 2025Tight Lower Bounds and Improved Convergence in Performative Prediction
1512. NeurIPS 2025Tightening Regret Lower and Upper Bounds in Restless Rising Bandits
1513. NeurIPS 2025Tighter CMI-Based Generalization Bounds via Stochastic Projection and Quantization
1514. NeurIPS 2025Tiled Flash Linear Attention: More Efficient Linear RNN and xLSTM Kernels
1515. NeurIPS 2025TimE: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios
1516. NeurIPS 2025Top-H Decoding: Adapting the Creativity and Coherence with Bounded Entropy in Text Generation
1517. NeurIPS 2025Torch-Uncertainty: Deep Learning Uncertainty Quantification
1518. NeurIPS 2025Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation
1519. NeurIPS 2025Toward Engineering AGI: Benchmarking the Engineering Design Capabilities of LLMs
1520. NeurIPS 2025Toward Real-world Text Image Forgery Localization: Structured and Interpretable Data Synthesis
1521. NeurIPS 2025Towards A Generalist Code Embedding Model Based On Massive Data Synthesis
1522. NeurIPS 2025Towards Automated Petrography
1523. NeurIPS 2025Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis
1524. NeurIPS 2025Towards Evaluating Proactive Risk Awareness of Multimodal Language Models
1525. NeurIPS 2025Towards precision protein-ligand affinity prediction benchmark: A Complete and Modification-Aware DAVIS Dataset
1526. NeurIPS 2025Towards Predicting Any Human Trajectory In Context
1527. NeurIPS 2025Towards Understanding Camera Motions in Any Video
1528. NeurIPS 2025Towards Unified and Lossless Latent Space for 3D Molecular Latent Diffusion Modeling
1529. NeurIPS 2025TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents
1530. NeurIPS 2025Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties
1531. NeurIPS 2025TransMLA: Migrating GQA Models to MLA with Full DeepSeek Compatibility and Speedup
1532. NeurIPS 2025TreeFinder: A US-Scale Benchmark Dataset for Individual Tree Mortality Monitoring Using High-Resolution Aerial Imagery
1533. NeurIPS 2025TreeSynth: Synthesizing Diverse Data from Scratch via Tree-Guided Subspace Partitioning
1534. NeurIPS 2025Trust Region Reward Optimization and Proximal Inverse Reward Optimization Algorithm
1535. NeurIPS 2025Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection
1536. NeurIPS 2025Turbocharging Gaussian Process Inference with Approximate Sketch-and-Project
1537. NeurIPS 2025UltraHR-100K: Enhancing UHR Image Synthesis with A Large-Scale High-Quality Dataset
1538. NeurIPS 2025Ultrametric Cluster Hierarchies: I Want ‘em All!
1539. NeurIPS 2025UltraVideo: High-Quality UHD Video Dataset with Comprehensive Captions
1540. NeurIPS 2025UMU-Bench: Closing the Modality Gap in Multimodal Unlearning Evaluation
1541. NeurIPS 2025Uncovering the Spectral Bias in Diagonal State Space Models
1542. NeurIPS 2025Understanding and Enhancing Message Passing on Heterophilic Graphs via Compatibility Matrix
1543. NeurIPS 2025Uni-RL: Unifying Online and Offline RL via Implicit Value Regularization
1544. NeurIPS 2025UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models
1545. NeurIPS 2025UniFoil: A Universal Dataset of Airfoils in Transitional and Turbulent Regimes for Subsonic and Transonic Flows
1546. NeurIPS 2025Unifying and Enhancing Graph Transformers via a Hierarchical Mask Framework
1547. NeurIPS 2025Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models
1548. NeurIPS 2025UniHG: A Large-scale Universal Heterogeneous Graph Dataset and Benchmark for Representation Learning and Cross-Domain Transferring
1549. NeurIPS 2025UniSite: The First Cross-Structure Dataset and Learning Framework for End-to-End Ligand Binding Site Detection
1550. NeurIPS 2025Unlocker: Disentangle the Deadlock of Learning between Label-noisy and Long-tailed Data

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.