多任务排序论文趋势 2023–2026
多目标排序
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,440 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 56 | 58 | 55 | 83 | 252 |
| 2024 | 110 | 38 | 67 | 100 | 315 |
| 2025 | 144 | 75 | 80 | 94 | 393 |
| 2026 | 175 | 79 | 107 | 119 | 480 |
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 396 篇，第 6 / 8 页
- CVPR 2024Improving Bird's Eye View Semantic Segmentation by Task Decomposition
- CVPR 2024Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions
- CVPR 2024Joint-Task Regularization for Partially Labeled Multi-Task Learning
- CVPR 2024Learn from View Correlation: An Anchor Enhancement Strategy for Multi-view Clustering
- CVPR 2024LTA-PCS: Learnable Task-Agnostic Point Cloud Sampling
- CVPR 2024M&M VTO: Multi-Garment Virtual Try-On and Editing
- CVPR 2024Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems
- CVPR 2024Masked AutoDecoder is Effective Multi-Task Vision Generalist
- CVPR 2024MaxQ: Multi-Axis Query for N:M Sparsity Network
- CVPR 2024MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes
- CVPR 2024MMA: Multi-Modal Adapter for Vision-Language Models
- CVPR 2024MMCert: Provable Defense against Adversarial Attacks to Multi-modal Models
- CVPR 2024Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention
- CVPR 2024MoST: Multi-Modality Scene Tokenization for Motion Prediction
- CVPR 2024MP5: A Multi-modal Open-ended Embodied System in Minecraft via Active Perception
- CVPR 2024mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration
- CVPR 2024MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation
- CVPR 2024MTLoRA: Low-Rank Adaptation Approach for Efficient Multi-Task Learning
- CVPR 2024MTMMC: A Large-Scale Real-World Multi-Modal Camera Tracking Benchmark
- CVPR 2024Multi-Attribute Interactions Matter for 3D Visual Grounding
- CVPR 2024Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer
- CVPR 2024Multi-modal Learning for Geospatial Vegetation Forecasting
- CVPR 2024Multi-Modal Proxy Learning Towards Personalized Visual Multiple Clustering
- CVPR 2024Multi-Object Tracking in the Dark
- CVPR 2024Multi-Scale Video Anomaly Detection by Multi-Grained Spatio-Temporal Representation Learning
- CVPR 2024Multi-Space Alignments Towards Universal LiDAR Segmentation
- CVPR 2024Multi-Task Dense Prediction via Mixture of Low-Rank Experts
- CVPR 2024Multi-View Attentive Contextualization for Multi-View 3D Object Detection
- CVPR 2024MuRF: Multi-Baseline Radiance Fields
- CVPR 2024MVBench: A Comprehensive Multi-modal Video Understanding Benchmark
- CVPR 2024MVCPS-NeuS: Multi-view Constrained Photometric Stereo for Neural Surface Reconstruction
- CVPR 2024MVIP-NeRF: Multi-view 3D Inpainting on NeRF Scenes via Diffusion Prior
- CVPR 2024OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion
- CVPR 2024Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation
- CVPR 2024Person-in-WiFi 3D: End-to-End Multi-Person 3D Pose Estimation with Wi-Fi
- CVPR 2024Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs
- CVPR 2024Prompt Highlighter: Interactive Control for Multi-Modal LLMs
- CVPR 2024Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences
- CVPR 2024Quantifying Task Priority for Multi-Task Optimization
- CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
- CVPR 2024Ranking Distillation for Open-Ended Video Question Answering with Insufficient Labels
- CVPR 2024Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution
- CVPR 2024Rethinking Multi-domain Generalization with A General Learning Objective
- CVPR 2024Rethinking Transformers Pre-training for Multi-Spectral Satellite Imagery
- CVPR 2024S2MVTC: a Simple yet Efficient Scalable Multi-View Tensor Clustering
- CVPR 2024Sharingan: A Transformer Architecture for Multi-Person Gaze Following
- CVPR 2024SkillDiffuser: Interpretable Hierarchical Planning via Skill Abstractions in Diffusion-Based Task Execution
- CVPR 2024StreamingFlow: Streaming Occupancy Forecasting with Asynchronous Multi-modal Data Streams via Neural Ordinary Differential Equation
- CVPR 2024SuperNormal: Neural Surface Reconstruction via Multi-View Normal Integration
- CVPR 2024Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning
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 查多任务排序在 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-ranking"}
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。