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 79 of 118

3901. CVPR 2024Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
3902. CVPR 2024ToonerGAN: Reinforcing GANs for Obfuscating Automated Facial Indexing
3903. CVPR 2024Towards a Perceptual Evaluation Framework for Lighting Estimation
3904. CVPR 2024Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline
3905. CVPR 2024Towards Co-Evaluation of Cameras HDR and Algorithms for Industrial-Grade 6DoF Pose Estimation
3906. CVPR 2024Towards Generalizing to Unseen Domains with Few Labels
3907. CVPR 2024Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
3908. CVPR 2024Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods
3909. CVPR 2024Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network
3910. CVPR 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach
3911. CVPR 2024Towards Surveillance Video-and-Language Understanding: New Dataset Baselines and Challenges
3912. CVPR 2024Traffic Scene Parsing through the TSP6K Dataset
3913. CVPR 2024Transductive Zero-Shot and Few-Shot CLIP
3914. CVPR 2024TransLoc4D: Transformer-based 4D Radar Place Recognition
3915. CVPR 2024TRINS: Towards Multimodal Language Models that Can Read
3916. CVPR 2024TUMTraf V2X Cooperative Perception Dataset
3917. CVPR 2024UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet Diffusion
3918. CVPR 2024Uncertainty Visualization via Low-Dimensional Posterior Projections
3919. CVPR 2024Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains
3920. CVPR 2024Ungeneralizable Examples
3921. CVPR 2024UniDepth: Universal Monocular Metric Depth Estimation
3922. CVPR 2024Unifying Correspondence Pose and NeRF for Generalized Pose-Free Novel View Synthesis
3923. CVPR 2024Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
3924. CVPR 2024UniPT: Universal Parallel Tuning for Transfer Learning with Efficient Parameter and Memory
3925. CVPR 2024UniVS: Unified and Universal Video Segmentation with Prompts as Queries
3926. CVPR 2024Unsupervised Feature Learning with Emergent Data-Driven Prototypicality
3927. CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
3928. CVPR 2024VAREN: Very Accurate and Realistic Equine Network
3929. CVPR 2024Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation
3930. CVPR 2024View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network
3931. CVPR 2024VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning
3932. CVPR 2024What How and When Should Object Detectors Update in Continually Changing Test Domains?
3933. CVPR 2024When Visual Grounding Meets Gigapixel-level Large-scale Scenes: Benchmark and Approach
3934. ICLR 2024"What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection
3935. ICLR 2024$\alpha$TC-VAE: On the relationship between Disentanglement and Diversity
3936. ICLR 2024$\pi$2vec: Policy Representation with Successor Features
3937. ICLR 2024$t^3$-Variational Autoencoder: Learning Heavy-tailed Data with Student's t and Power Divergence
3938. ICLR 2024A Benchmark for Learning to Translate a New Language from One Grammar Book
3939. ICLR 2024A Benchmark Study on Calibration
3940. ICLR 2024A Newborn Embodied Turing Test for Comparing Object Segmentation Across Animals and Machines
3941. ICLR 2024A Simple and Effective Pruning Approach for Large Language Models
3942. ICLR 2024A Unified and General Framework for Continual Learning
3943. ICLR 2024Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks
3944. ICLR 2024Achieving Human Parity in Content-Grounded Datasets Generation
3945. ICLR 2024ADOPD: A Large-Scale Document Page Decomposition Dataset
3946. ICLR 2024AgentBench: Evaluating LLMs as Agents
3947. ICLR 2024Alice Benchmarks: Connecting Real World Re-Identification with the Synthetic
3948. ICLR 2024An Extensible Framework for Open Heterogeneous Collaborative Perception
3949. ICLR 2024An Investigation of Representation and Allocation Harms in Contrastive Learning
3950. ICLR 2024Are Models Biased on Text without Gender-related Language?

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.