多任务排序论文趋势 2023–2026

主要结论

• 多任务排序论文从 2023 年的 252 篇增长到 2026 年的 480 篇，三年间扩大到约 1.9 倍。
• NeurIPS 是发多任务排序论文最多的会议，2023–2026 年共 485 篇，占四个会议总量的 34%。
• 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 52 篇。
• 在「推荐与广告」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的点击率预测是 2.6 倍，多任务排序是 1.9 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 Mahalanobis Margin \texorpdfstring{$\gamma_{\min}$}{gamma\_min} Bound on Task Confusion in Pretrained Class-Incremental Learning: From Infeasibility to Exponential Attenuation
• ICML 2026Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings
• ICLR 2026Automatic Stage Lighting Control: Is it a Rule-Driven Process or Generative Task?
• CVPR 2026A Supervised Multi-task Framework for Joint cryo-ET Restoration Enabled by
• 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 2025Balanced Ranking with Relative Centrality: A multi-core periphery perspective
• 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 2024Order-Preserving GFlowNets
• CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
• NeurIPS 2023AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks
• ICML 2023Hypervolume Knowledge Gradient: A Lookahead Approach for Multi-Objective Bayesian Optimization with Partial Information
• 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 2026Dataless Weight Disentanglement in Task Arithmetic via Kronecker-Factored Approximate Curvature
• CVPR 2026Block-Sparse Global Attention for Efficient Multi-View Geometry Transformers

全部多任务排序论文

共 100 篇，第 1 / 2 页

1. CVPR 20242S-UDF: A Novel Two-stage UDF Learning Method for Robust Non-watertight Model Reconstruction from Multi-view Images
2. CVPR 20243D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions
3. CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
4. CVPR 2024Accurate Spatial Gene Expression Prediction by Integrating Multi-Resolution Features
5. CVPR 2024ADA-Track: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and Association
6. CVPR 2024Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching
7. CVPR 2024Advancing Saliency Ranking with Human Fixations: Dataset Models and Benchmarks
8. CVPR 2024AirPlanes: Accurate Plane Estimation via 3D-Consistent Embeddings
9. CVPR 2024AssistGUI: Task-Oriented PC Graphical User Interface Automation
10. CVPR 2024Attentive Illumination Decomposition Model for Multi-Illuminant White Balancing
11. CVPR 2024Category-Level Multi-Part Multi-Joint 3D Shape Assembly
12. CVPR 2024Class Incremental Learning with Multi-Teacher Distillation
13. CVPR 2024CLIP-BEVFormer: Enhancing Multi-View Image-Based BEV Detector with Ground Truth Flow
14. CVPR 2024ColorPCR: Color Point Cloud Registration with Multi-Stage Geometric-Color Fusion
15. CVPR 2024ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusion
16. CVPR 2024Contrastive Learning for DeepFake Classification and Localization via Multi-Label Ranking
17. CVPR 2024CPP-Net: Embracing Multi-Scale Feature Fusion into Deep Unfolding CP-PPA Network for Compressive Sensing
18. CVPR 2024CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models
19. CVPR 2024DeconfuseTrack: Dealing with Confusion for Multi-Object Tracking
20. CVPR 2024DiffusionMTL: Learning Multi-Task Denoising Diffusion Model from Partially Annotated Data
21. CVPR 2024DiffusionRegPose: Enhancing Multi-Person Pose Estimation using a Diffusion-Based End-to-End Regression Approach
22. CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
23. CVPR 2024Dual DETRs for Multi-Label Temporal Action Detection
24. CVPR 2024Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
25. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
26. CVPR 2024EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AI
27. CVPR 2024Error Detection in Egocentric Procedural Task Videos
28. CVPR 2024ESR-NeRF: Emissive Source Reconstruction Using LDR Multi-view Images
29. CVPR 2024Event-based Visible and Infrared Fusion via Multi-task Collaboration
30. CVPR 2024FedHCA2: Towards Hetero-Client Federated Multi-Task Learning
31. CVPR 2024Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture
32. CVPR 2024Generative Multi-modal Models are Good Class Incremental Learners
33. CVPR 2024GOAT-Bench: A Benchmark for Multi-Modal Lifelong Navigation
34. CVPR 2024Going Beyond Multi-Task Dense Prediction with Synergy Embedding Models
35. CVPR 2024GoMVS: Geometrically Consistent Cost Aggregation for Multi-View Stereo
36. CVPR 2024Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation
37. CVPR 2024Holistic Autonomous Driving Understanding by Bird's-Eye-View Injected Multi-Modal Large Models
38. CVPR 2024Improving Bird's Eye View Semantic Segmentation by Task Decomposition
39. CVPR 2024Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions
40. CVPR 2024Joint-Task Regularization for Partially Labeled Multi-Task Learning
41. CVPR 2024Learn from View Correlation: An Anchor Enhancement Strategy for Multi-view Clustering
42. CVPR 2024LTA-PCS: Learnable Task-Agnostic Point Cloud Sampling
43. CVPR 2024M&M VTO: Multi-Garment Virtual Try-On and Editing
44. CVPR 2024Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems
45. CVPR 2024Masked AutoDecoder is Effective Multi-Task Vision Generalist
46. CVPR 2024MaxQ: Multi-Axis Query for N:M Sparsity Network
47. CVPR 2024MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes
48. CVPR 2024MMA: Multi-Modal Adapter for Vision-Language Models
49. CVPR 2024MMCert: Provable Defense against Adversarial Attacks to Multi-modal Models
50. CVPR 2024Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention

常见问题

2023–2026 年四大会议一共有多少篇多任务排序论文？

共 1,440 篇，按年份分别是 2023 年 252 篇、2024 年 315 篇、2025 年 393 篇、2026 年 480 篇。

NeurIPS 2026 有多少篇多任务排序论文？

NeurIPS 2026 有 175 篇多任务排序论文，上一届是 144 篇。

ICLR 2026 有多少篇多任务排序论文？

ICLR 2026 有 79 篇多任务排序论文，上一届是 75 篇。

ICML 2026 有多少篇多任务排序论文？

ICML 2026 有 107 篇多任务排序论文，上一届是 80 篇。

CVPR 2026 有多少篇多任务排序论文？

CVPR 2026 有 119 篇多任务排序论文，上一届是 94 篇。

哪个会议的多任务排序论文最多？

NeurIPS，2023–2026 年共 485 篇。