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 94 篇，第 1 / 2 页

1. CVPR 20253D Dental Model Segmentation with Geometrical Boundary Preserving
2. CVPR 20253D Prior Is All You Need: Cross-Task Few-shot 2D Gaze Estimation
3. CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
4. CVPR 2025ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling
5. CVPR 2025AdaptCMVC: Robust Adaption to Incremental Views in Continual Multi-view Clustering
6. CVPR 2025AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models
7. CVPR 2025All-Day Multi-Camera Multi-Target Tracking
8. CVPR 2025AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models
9. CVPR 2025ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation
10. CVPR 2025ASHiTA: Automatic Scene-grounded HIerarchical Task Analysis
11. CVPR 2025Beyond Human Perception: Understanding Multi-Object World from Monocular View
12. CVPR 2025CaMuViD: Calibration-Free Multi-View Detection
13. CVPR 2025CAP4D: Creating Animatable 4D Portrait Avatars with Morphable Multi-View Diffusion Models
14. CVPR 2025Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification
15. CVPR 2025CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss
16. CVPR 2025CoMatcher: Multi-View Collaborative Feature Matching
17. CVPR 2025Compositional Targeted Multi-Label Universal Perturbations
18. CVPR 2025CorrBEV: Multi-View 3D Object Detection by Correlation Learning with Multi-modal Prototypes
19. CVPR 2025Cross-Modal Distillation for 2D/3D Multi-Object Discovery from 2D Motion
20. CVPR 2025DAMM-Diffusion: Learning Divergence-Aware Multi-Modal Diffusion Model for Nanoparticles Distribution Prediction
21. CVPR 2025Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning
22. CVPR 2025Deep Fair Multi-View Clustering with Attention KAN
23. CVPR 2025Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine
24. CVPR 2025Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection
25. CVPR 2025DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations
26. CVPR 2025DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation
27. CVPR 2025DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling
28. CVPR 2025Dynamic Integration of Task-Specific Adapters for Class Incremental Learning
29. CVPR 2025ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark
30. CVPR 2025EgoLM: Multi-Modal Language Model of Egocentric Motions
31. CVPR 2025F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics
32. CVPR 2025FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs
33. CVPR 2025Focusing on Tracks for Online Multi-Object Tracking
34. CVPR 2025Free Lunch Enhancements for Multi-modal Crowd Counting
35. CVPR 2025FreeUV: Ground-Truth-Free Realistic Facial UV Texture Recovery via Cross-Assembly Inference Strategy
36. CVPR 2025GeoAvatar: Geometrically-Consistent Multi-Person Avatar Reconstruction from Sparse Multi-View Videos
37. CVPR 2025GeoMM: On Geodesic Perspective for Multi-modal Learning
38. CVPR 2025GET: Unlocking the Multi-modal Potential of CLIP for Generalized Category Discovery
39. CVPR 2025Hierarchical Knowledge Prompt Tuning for Multi-task Test-Time Adaptation
40. CVPR 2025IAAO: Interactive Affordance Learning for Articulated Objects in 3D Environments
41. CVPR 2025Identifying and Mitigating Spurious Correlation in Multi-Task Learning
42. CVPR 2025IMFine: 3D Inpainting via Geometry-guided Multi-view Refinement
43. CVPR 2025Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model
44. CVPR 2025Inst3D-LMM: Instance-Aware 3D Scene Understanding with Multi-modal Instruction Tuning
45. CVPR 2025Joint Scheduling of Causal Prompts and Tasks for Multi-Task Learning
46. CVPR 2025Language-Guided Salient Object Ranking
47. CVPR 2025Large-scale Multi-view Tensor Clustering with Implicit Linear Kernels
48. CVPR 2025Learning from Synchronization: Self-Supervised Uncalibrated Multi-View Person Association in Challenging Scenes
49. CVPR 2025Less is More: Efficient Model Merging with Binary Task Switch
50. CVPR 2025Leveraging Temporal Cues for Semi-Supervised Multi-View 3D Object Detection

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。