多任务学习论文趋势 2023–2026
共享表示
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 1,181 篇被归入该主题的论文。
主要结论
- 多任务学习论文从 2023 年的 288 篇增长到 2026 年的 402 篇,三年间扩大到约 1.4 倍。
- NeurIPS 是发多任务学习论文最多的会议,2023–2026 年共 399 篇,占四个会议总量的 34%。
- 交叉方向里涨得最快的是数据集与基准:同时属于两个主题的论文从 2023 年的 6 篇增至 2026 年的 16 篇。
- 在「元学习与迁移」的 5 个主题里,它的 2026 年论文数排第 2;同组增长最快的基础模型适配是 3.8 倍,多任务学习是 1.4 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 111 | 43 | 52 | 82 | 288 |
| 2024 | 61 | 31 | 58 | 77 | 227 |
| 2025 | 101 | 40 | 47 | 76 | 264 |
| 2026 | 126 | 57 | 91 | 128 | 402 |
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 Mahalanobis Margin \texorpdfstring{$\gamma_{\min}$}{gamma\_min} Bound on Task Confusion in Pretrained Class-Incremental Learning: From Infeasibility to Exponential Attenuation
- ICML 2026A Systematic Study of Behavioral Cloning for Scientific Data Annotation
- ICLR 2026Automatic Stage Lighting Control: Is it a Rule-Driven Process or Generative Task?
- CVPR 20263D-Aware Multi-Task Learning with Cross-View Correlations for Dense Scene Understanding
- NeurIPS 2025A High-Dimensional Statistical Method for Optimizing Transfer Quantities in Multi-Source Transfer Learning
- ICML 2025ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning
- ICLR 2025CodeMMLU: A Multi-Task Benchmark for Assessing Code Understanding & Reasoning Capabilities of CodeLLMs
- CVPR 2025ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling
- NeurIPS 2024CoMix: A Comprehensive Benchmark for Multi-Task Comic Understanding
- ICML 2024Bayesian Uncertainty for Gradient Aggregation in Multi-Task Learning
- ICLR 2024Class Incremental Learning via Likelihood Ratio Based Task Prediction
- CVPR 2024Differentiable Information Bottleneck for Deterministic Multi-view Clustering
- NeurIPS 2023A Spectral Algorithm for List-Decodable Covariance Estimation in Relative Frobenius Norm
- ICML 2023A Conditional Normalizing Flow for Accelerated Multi-Coil MR Imaging
- ICLR 2023An Extensible Multi-modal Multi-task Object Dataset with Materials
- CVPR 2023AMT: All-Pairs Multi-Field Transforms for Efficient Frame Interpolation
- NeurIPS 2026A Scalable Multi-Task Model for Virtual Sensors
- ICML 2026Alleviating Observation Bias via Causal-Invariant Meta-Learning for Unbalanced Incomplete Multi-view Clustering
- ICLR 2026Beyond Hearing: Learning Task-agnostic ExG Representations from Earphones via Physiology-informed Tokenization
- CVPR 2026Any Resolution Any Geometry From Multi-View To Multi-Patch
全部多任务学习论文
共 1,181 篇,第 1 / 24 页
- CVPR 20263D-Aware Multi-Task Learning with Cross-View Correlations for Dense Scene Understanding
- CVPR 20263D-Object Perception Transformer 3PT
- CVPR 2026A Semantically Disentangled Unified Model for Multi-category 3D Anomaly Detection
- CVPR 2026A Supervised Multi-task Framework for Joint cryo-ET Restoration Enabled by
- CVPR 2026Adaptive Anisotropic Gaussian Splatting for Multi-contrast MRI Arbitrary-Scale Super-Resolution with
- CVPR 2026ALLNet Multi-task Dense Prediction for Degraded Images
- CVPR 2026Anti-Degradation Lifelong Multi-View Clustering
- CVPR 2026Any Resolution Any Geometry From Multi-View To Multi-Patch
- CVPR 2026AURA Multi-modal Shared Autonomy for Urban Navigation
- CVPR 2026Beyond Whats Shared Recovering Lost Unique Information from Intermediate Layers
- CVPR 2026Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class
- CVPR 2026Block-Sparse Global Attention for Efficient Multi-View Geometry Transformers
- CVPR 2026Bootstrapping Multi-view Learning for Test-time Noisy Correspondence
- CVPR 2026Breaking the Scalability Limit of Multi-Projector Calibration with Embedded Cameras
- CVPR 2026BrepGaussian CAD reconstruction from Multi-View Images with Gaussian Splatting
- CVPR 2026Bridging Domains through Subspace-Aware Model Merging
- CVPR 2026BriMA Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment
- CVPR 2026Bulk RNA-seq Guided Multi-modal Detection of Anomalous Regions in Human
- CVPR 2026Chorus Multi-Teacher Pretraining for Holistic 3D Gaussian Scene Encoding
- CVPR 2026CineBrain A Large-Scale Multi-Modal Audiovisual Brain Dataset for Brain-Conditioned Video
- CVPR 2026CoIn3D Revisiting Configuration-Invariant Multi-Camera 3D Object Detection
- CVPR 2026Content-Aware Frequency Encoding for Implicit Neural Representations with Fourier-Chebyshev Features
- CVPR 2026CURE Curriculum-guided Multi-task Training for Reliable Anatomy Grounded Report Generation
- CVPR 2026Customized Fusion A Closed-Loop Dynamic Network for Adaptive Multi-Task-Aware Infrared-Visible
- CVPR 2026CustomTex High-fidelity Indoor Scene Texturing via Multi-Reference Customization
- CVPR 2026DC-Merge Improving Model Merging with Directional Consistency
- CVPR 2026Deciphering Genotype-Phenotype Mechanisms from High-Content Profiling via Knowledge-Guided Multi-modal Graph
- CVPR 2026DF2-VB Dual-level Fuzzy Fusion with View-specific Boosting for Multi-view Multi-label
- CVPR 2026Discovering Adaptive Task Dependencies for Efficient Multi-Task Representation Compression
- CVPR 2026Dual-level Adaptation for Multi-Object Tracking Building Test-Time Calibration from Experience
- CVPR 2026Dual-Prototype-Guided Multi-task Learning for Unsupervised Anomaly Detection and Classification
- CVPR 2026DuetMerging Synergizing Dynamic and Static Strategies for Mitigating Task Interference
- CVPR 2026EcoSplat Efficiency-controllable Feed-forward 3D Gaussian Splatting from Multi-view Images
- CVPR 2026EfficientMonoHair Fast Strand-Level Reconstruction from Monocular Video via Multi-View Direction
- CVPR 2026Event-Based Motion Deblurring Using Task-Oriented 3D Gaussian Event Representations
- CVPR 2026EXOTIC External Vision-driven Incomplete Multi-view Classification
- CVPR 2026FAAR Efficient Frequency-Aware Multi-Task Fine-Tuning via Automatic Rank Selection
- CVPR 2026FloVerse Floor Plan-Guided Multi-Modal Navigation
- CVPR 2026Frequency Switching Mechanism for Parameter-Efficient Multi-Task Learning
- CVPR 2026From Detection to Association Learning Discriminative Object Embeddings for Multi-Object
- CVPR 2026Garments2Look A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with
- CVPR 2026GDFA Geometry-Driven Federated Unlearning with Directional Task Vector Alignment
- CVPR 2026GeoSANE Learning Geospatial Representations from Models Not Data
- CVPR 2026GMT Effective Global Framework for Multi-Camera Multi-Target Tracking
- CVPR 2026Hierarchical Attacks for Multi-Modal Multi-Agent Reasoning
- CVPR 2026Is the Modality Gap a Bug or a Feature A
- CVPR 2026Keep It Frozen Domain-Routed Conditional Residual Modulation for Multi-Domain Vision
- CVPR 2026LaRP Efficient Multi-View Inpainting with Latent Reprojection Priors
- CVPR 2026Learning 3D Representations for Spatial Intelligence from Unposed Multi-View Images
- CVPR 2026Learning Anchor in Dual Orthogonal Space for Fast Multi-view Clustering
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查多任务学习在 NeurIPS 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "multi-task-learning"}
常见问题
- 2023–2026 年四大会议一共有多少篇多任务学习论文?
- 共 1,181 篇,按年份分别是 2023 年 288 篇、2024 年 227 篇、2025 年 264 篇、2026 年 402 篇。
- NeurIPS 2026 有多少篇多任务学习论文?
- NeurIPS 2026 有 126 篇多任务学习论文,上一届是 101 篇。
- ICLR 2026 有多少篇多任务学习论文?
- ICLR 2026 有 57 篇多任务学习论文,上一届是 40 篇。
- ICML 2026 有多少篇多任务学习论文?
- ICML 2026 有 91 篇多任务学习论文,上一届是 47 篇。
- CVPR 2026 有多少篇多任务学习论文?
- CVPR 2026 有 128 篇多任务学习论文,上一届是 76 篇。
- 哪个会议的多任务学习论文最多?
- NeurIPS,2023–2026 年共 399 篇。