数据集与基准论文趋势 2023–2026

主要结论

• 数据集与基准论文从 2023 年的 937 篇增长到 2026 年的 1,991 篇，三年间扩大到约 2.1 倍。
• NeurIPS 是发数据集与基准论文最多的会议，2023–2026 年共 1,935 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 194 篇。
• 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的硬件协同是 4.4 倍，数据集与基准是 2.1 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• 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

全部数据集与基准论文

共 5,852 篇，第 98 / 118 页

4851. NeurIPS 2024The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize
4852. NeurIPS 2024The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
4853. NeurIPS 2024The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains
4854. NeurIPS 2024The iNaturalist Sounds Dataset
4855. NeurIPS 2024The Mamba in the Llama: Distilling and Accelerating Hybrid Models
4856. NeurIPS 2024The PRISM Alignment Dataset: What Participatory, Representative and Individualised Human Feedback Reveals About the Subjective and Multicultural Alignment of Large Language Models
4857. NeurIPS 2024The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding
4858. NeurIPS 2024The State of Data Curation at NeurIPS: An Assessment of Dataset Development Practices in the Datasets and Benchmarks Track
4859. NeurIPS 2024Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis
4860. NeurIPS 2024Topic-Conversation Relevance (TCR) Dataset and Benchmarks
4861. NeurIPS 2024TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
4862. NeurIPS 2024Toward Dynamic Non-Line-of-Sight Imaging with Mamba Enforced Temporal Consistency
4863. NeurIPS 2024Toward Semantic Gaze Target Detection
4864. NeurIPS 2024Towards a Scalable Reference-Free Evaluation of Generative Models
4865. NeurIPS 2024Towards Comprehensive Detection of Chinese Harmful Memes
4866. NeurIPS 2024Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox
4867. NeurIPS 2024Towards Open Respiratory Acoustic Foundation Models: Pretraining and Benchmarking
4868. NeurIPS 2024Towards Reliable Model Selection for Unsupervised Domain Adaptation: An Empirical Study and A Certified Baseline
4869. NeurIPS 2024Towards Scalable and Stable Parallelization of Nonlinear RNNs
4870. NeurIPS 2024Trading off Consistency and Dimensionality of Convex Surrogates for Multiclass Classification
4871. NeurIPS 2024TrajCLIP: Pedestrian trajectory prediction method using contrastive learning and idempotent networks
4872. NeurIPS 2024Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear $q^\pi$-Realizability and Concentrability
4873. NeurIPS 2024UKnow: A Unified Knowledge Protocol with Multimodal Knowledge Graph Datasets for Reasoning and Vision-Language Pre-Training
4874. NeurIPS 2024UltraEdit: Instruction-based Fine-Grained Image Editing at Scale
4875. NeurIPS 2024UltraMedical: Building Specialized Generalists in Biomedicine
4876. NeurIPS 2024Uncovering the Redundancy in Graph Self-supervised Learning Models
4877. NeurIPS 2024Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense
4878. NeurIPS 2024Understanding Bias in Large-Scale Visual Datasets
4879. NeurIPS 2024UniAR: A Unified model for predicting human Attention and Responses on visual content
4880. NeurIPS 2024UniBias: Unveiling and Mitigating LLM Bias through Internal Attention and FFN Manipulation
4881. NeurIPS 2024Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles
4882. NeurIPS 2024UniTox: Leveraging LLMs to Curate a Unified Dataset of Drug-Induced Toxicity from FDA Labels
4883. NeurIPS 2024Unlearnable 3D Point Clouds: Class-wise Transformation Is All You Need
4884. NeurIPS 2024UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models
4885. NeurIPS 2024Unleashing Multispectral Video's Potential in Semantic Segmentation: A Semi-supervised Viewpoint and New UAV-View Benchmark
4886. NeurIPS 2024Unraveling Molecular Structure: A Multimodal Spectroscopic Dataset for Chemistry
4887. NeurIPS 2024Unscrambling disease progression at scale: fast inference of event permutations with optimal transport
4888. NeurIPS 2024Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness
4889. NeurIPS 2024Unveiling the Hidden: Online Vectorized HD Map Construction with Clip-Level Token Interaction and Propagation
4890. NeurIPS 2024Value Imprint: A Technique for Auditing the Human Values Embedded in RLHF Datasets
4891. NeurIPS 2024VastTrack: Vast Category Visual Object Tracking
4892. NeurIPS 2024VHELM: A Holistic Evaluation of Vision Language Models
4893. NeurIPS 2024Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning
4894. NeurIPS 2024Visual Fourier Prompt Tuning
4895. NeurIPS 2024VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images
4896. NeurIPS 2024VRSBench: A Versatile Vision-Language Benchmark Dataset for Remote Sensing Image Understanding
4897. NeurIPS 2024Weak-eval-Strong: Evaluating and Eliciting Lateral Thinking of LLMs with Situation Puzzles
4898. NeurIPS 2024Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs
4899. NeurIPS 2024Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning
4900. NeurIPS 2024WenMind: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Classical Literature and Language Arts

常见问题

2023–2026 年四大会议一共有多少篇数据集与基准论文？

共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。

NeurIPS 2026 有多少篇数据集与基准论文？

NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。

ICLR 2026 有多少篇数据集与基准论文？

ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。

ICML 2026 有多少篇数据集与基准论文？

ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。

CVPR 2026 有多少篇数据集与基准论文？

CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。

哪个会议的数据集与基准论文最多？

NeurIPS，2023–2026 年共 1,935 篇。