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 2 / 24 页
- CVPR 2026Learning Compact 3D Representations from Feed-Forward Novel View Synthesis
- CVPR 2026Learning Multi-View Spatial Reasoning from Cross-View Relations
- CVPR 2026Learning to Infer Parameterized Representations of Plants from 3D Scans
- CVPR 2026Learning to See and Act Task-Aware Virtual View Exploration for
- CVPR 2026Learning to Solve PDEs on Neural Shape Representations
- CVPR 2026Let Your Image Move with Your Motion -- Implicit Multi-Object
- CVPR 2026LUMINA A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol
- CVPR 2026M4-SAM Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient
- CVPR 2026Mamba Learns in Context Structure-Aware Domain Generalization for Multi-Task Point
- CVPR 2026MAMMA Markerless Accurate Multi-person Motion Acquisition
- CVPR 2026MapReduce LoRA Advancing the Pareto Front in Multi-Preference Optimization for
- CVPR 2026MCHDoc A Comprehensive Benchmark for Reading Multi-Carrier Chinese Historical Documents
- CVPR 2026MER-Tracker Towards High-Speed 3D Point Tracking via Multi-View Event-RGB Hybrid
- CVPR 2026MFEN Multi-Frequency Expert Network for Visible-Infrared Person Re-ID
- CVPR 2026MMGait Towards Multi-Modal Gait Recognition
- CVPR 2026Model Merging in the Essential Subspace
- CVPR 2026ModularAgent A Task-Aware Modular Framework for Joint Optimization of Multimodal
- CVPR 2026MS-Temba Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos
- CVPR 2026MSGNav Unleashing the Power of Multi-modal 3D Scene Graph for
- CVPR 2026MuCo Multi-turn Contrastive Learning for Multimodal Embedding Model
- CVPR 2026MUFASA A Multi-Layer Framework for Slot Attention
- CVPR 2026Multi-Hierarchical Contrastive Spectral Fusion for Multi-View Clustering
- CVPR 2026Multi-Metric Representation Learning Strategy Based on Clustering for Fine-Grained Multimodal
- CVPR 2026Multi-modal Frequency Decomposition Network for Semantic Scene Completion
- CVPR 2026Multi-Modal Representation Learning via Semi-Supervised Rate Reduction for Generalized Category
- CVPR 2026Multi-Paradigm Collaborative Adversarial Attack Against Multi-Modal Large Language Models
- CVPR 2026Multi-SpatialMLLM Multi-Frame Spatial Understanding with Multi-Modal Large Language Models
- CVPR 2026Multi-view Crowd Tracking Transformer with View-Ground Interactions Under Large Real-World
- CVPR 2026Multi-View Hierarchical Alignment Learning for Spatial Transcriptomics
- CVPR 2026Multi-view Pyramid Transformer Look Coarser to See Broader
- CVPR 2026Multinex Lightweight Low-light Image Enhancement via Multi-prior Retinex
- CVPR 2026MuViT Multi-Resolution Vision Transformers for Learning Across Scales in Microscopy
- CVPR 2026MV-RoMa From Pairwise Matching into Multi-View Track Reconstruction
- CVPR 2026MV-TAP Tracking Any Point in Multi-View Videos
- CVPR 2026Narrative Weaver Towards Controllable Long-Range Visual Consistency with Multi-Modal Conditioning
- CVPR 2026Neural-Centric Video Processing Pipeline for Unified Multi-Task Inference
- CVPR 2026NexusFlow Unifying Disparate Tasks under Partial Supervision via Invertible Flow
- CVPR 2026NimbusGS Unified 3D Scene Reconstruction under Hybrid Weather
- CVPR 2026Omni-3DEdit Generalized Versatile 3D Editing in One-Pass
- CVPR 2026Open-Ended Instruction Realization with LLM-Enabled Multi-Planner Scheduling in Autonomous Vehicles
- CVPR 2026OptiMVMap Offline Vectorized Map Construction via Optimal Multi-vehicle Perspectives
- CVPR 2026Orthogonal Spatial-Aware Multi-View Anchor Graph Clustering for Incomplete Remote Sensing
- CVPR 2026Plug-and-Play Incomplete Multi-View Clustering via Janus-Faced Affinity Learning with Topology
- CVPR 2026Predicting Spatial Transcriptomics from Histology Images via High-Order Multi-Cell Interaction
- CVPR 2026PRISM Learning a Shared Primitive Space for Transferable Skeleton Action
- CVPR 2026Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning
- CVPR 2026QuCNet Quantum Deep Learning Driven Multi-Circuit Network for Remote Sensing
- CVPR 2026R2G A Multi-View Circuit Graph Benchmark Suite from RTL to
- CVPR 2026Reliable Clustering Number Estimation for Contrastive Multi-View Clustering
- CVPR 2026Reparameterized Tensor Ring Functional Decomposition for Multi-Dimensional Data Recovery
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。