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2026 顶会论文

作者位次 #3/3ICML 2026Poster· Applications / Computer Vision

Cross-Modal Semantic Decoupling and Transfer for Text-to-Visible-Infrared Person Re-Identification

作者位次 #7/11ICML 2026Poster· Deep Learning / Large Language Models

The Geometry of Reasoning: Self-Evaluation via Layerwise Trajectory Evolution

Jinhe Bi · Danqi Yan · Yifan Wang · Wenke Huang · Haokun Chen · Guancheng Wan · Mang Ye · Xun Xiao · Hinrich Schuetze · Volker Tresp · Yunpu Ma

推理评测与基准OpenReview

作者位次 #4/4ICML 2026Poster· Applications / Computer Vision

Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes

Wuxuan Shi · Zhijie Lu · He Li · Mang Ye

多模态长上下文与架构OpenReview

作者位次 #6/7ICML 2026Poster· Applications / Health / Medicine

Rethinking Federated Prompt Learning for Medical Images: From Textual Tuning to Visual Manifold Anchoring

Yipan Wei · Wenke Huang · Yapeng Li · He Li · Qixin Zhang · Mang Ye · Bo Du

多模态社会与人本OpenReview

作者位次 #7/7ICML 2026Spotlight· Deep Learning / Foundation Models

FedPissa: Towards Federated Personalized Adaptation of Foundation Models via LoRA Subspace Mapping

Wenwen He · Wenke Huang · Yi Liu · Jian Liang · Xirui Li · Guansong Pang · Mang Ye

对齐与偏好效率与系统OpenReview

作者位次 #3/3ICML 2026Poster· Optimization / Large Scale, Parallel and Distributed

Decoupled Low-Rank Adaptation for Robust Federated Fine-Tuning

Xiuwen Fang · Xuliang Yang · Mang Ye

强化学习与后训练效率与系统OpenReview

作者位次 #6/6ICML 2026Poster· Applications / Computer Vision

API: Adaptive Prototype Imputation for Incomplete Multimodal Sentiment Analysis

Xiaotao Wang · Yiyang Fang · Wenke Huang · Bin Yang · Guancheng Wan · Mang Ye

多模态OpenReview

作者位次 #6/6ICML 2026Poster· Applications / Computer Vision

Interactive Person Retrieval via Multi-Turn Multimodal Conversation

Yang Bai · Tingfeng Wang · Bin Yang · Min Cao · Jinqiao Wang · Mang Ye

多模态检索与知识OpenReview

作者位次 #2/2ICML 2026Poster· Deep Learning / Generative Models and Autoencoders

DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing

Desong Yang · Mang Ye

多模态OpenReview

作者位次 #9/10ICML 2026Poster

Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation

Xingyue Zhao · Wenke Huang · Linghao Zhuang · Haoran Wu · Anwen Jiang · Zhifeng Wang · Wenwen He · Ming Feng · Mang Ye · Bo XU

效率与系统社会与人本OpenReview

作者位次 #7/7ICML 2026Poster· General Machine Learning / Supervised Learning

Enhancing Cross-subject Emotion Recognition via Heterogeneous Distribution Augmentation and Collaborative Learning

Wending Xiong · Ruimin Hu · Lingfei Ren · Junhang Wu · Mei Wang · Dengshi Li · Mang Ye

OpenReview

作者位次 #6/6CVPR 2026Spotlight· Computer Vision & Pattern Recognition

FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction

Jiaqi Liu · Zihan Tan · Guancheng Wan · Wenke Huang · He Li · Mang Ye

多模态OpenReview 项目页

作者位次 #4/4CVPR 2026Poster· Computer Vision & Pattern Recognition

RAAS: LLM Agentic System Architecture Search with GRPO

Jiayi Yang · Guancheng Wan · Man Zhang · Mang Ye

智能体与工具多模态强化学习与后训练OpenReview 项目页

作者位次 #5/5CVPR 2026Poster· Computer Vision & Pattern Recognition

Towards Cross-Modal Preservation, Consistency and Alignment for Privacy-Preserving Visible-Infrared Person Re-Identification

Yudi Xie · Zhongao Zhou · Bin Yang · Zhenghan Chen · Mang Ye

对齐与偏好安全多模态OpenReview 项目页

作者位次 #8/8CVPR 2026Spotlight· Computer Vision & Pattern Recognition

WHU-MARS: A Multispectral Aerial-Ground Benchmark Towards Any-Scenario Person Re-Identification

Yuxuan Zhao · Zhongao Zhou · Bin Yang · He Li · Jian Liang · Jun Chen · Bo Du · Mang Ye

多模态评测与基准OpenReview 项目页

作者位次 #6/6CVPR 2026Spotlight· Computer Vision & Pattern Recognition

Batman: Benign Knowledge Alignment Through Malicious Null Space in Federated Backdoor Attack

Wenwen He · Wenke Huang · Yiyang Fang · Wenjie Qu · Jiaheng Zhang · Mang Ye

安全对齐与偏好多模态OpenReview 项目页

作者位次 #8/8CVPR 2026Spotlight· Computer Vision & Pattern Recognition

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models

Yiyang Fang · Wenke Huang · Pei Fu · Yihao Yang · Kehua Su · Zhenbo Luo · Jian Luan · Mang Ye

多模态推理强化学习与后训练OpenReview 项目页

作者位次 #6/6CVPR 2026Poster· Computer Vision & Pattern Recognition

SafeGRPO: Self-Rewarded Multimodal Safety Alignment via Rule-Governed Policy Optimization

Xuankun Rong · Wenke Huang · Tingfeng Wang · Daiguo Zhou · Bo Du · Mang Ye

多模态对齐与偏好安全OpenReview 项目页

作者位次 #5/5KDD 2026Oral· Knowledge Discovery & Data Mining

FedPRE: Robust Federated Graph Learning against Topological Corruption

Zihan Tan · Guancheng Wan · Wenke Huang · Bin Yang · Mang Ye

推理检索与知识OpenReview

作者位次 #5/5KDD 2026Oral· Knowledge Discovery & Data Mining

FedFST: Mitigating Spectral Catastrophic Forgetting in Federated Graph Continual Learning

Hanyao Guo · Zihan Tan · Wenke Huang · Bin Yang · Mang Ye

检索与知识OpenReview

作者位次 #8/10AAAI 2026Poster· Artificial Intelligence

RGMP: Recurrent Geometric-prior Multimodal Policy for Generalizable Humanoid Robot Manipulation

Xuetao Li · Wenke Huang · Nengyuan Pan · Kaiyan Zhao · Songhua Yang · Yiming Wang · Mengde Li · Mang Ye · Jifeng Xuan · Miao Li

多模态社会与人本理论与学习动力学OpenReview

作者位次 #6/6AAAI 2026Poster· Artificial Intelligence

Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense

Zitong Shi · Guancheng Wan · Wenke Huang · Yuxin Wu · Quan Zhang · Mang Ye

多模态OpenReview

作者位次 #8/8AAAI 2026Poster· Artificial Intelligence

Divide, Conquer and Unite: Hierarchical Style-Recalibrated Prototype Alignment for Federated Medical Segmentation

Xingyue Zhao · Wenke Huang · Xingguang Wang · Haoyu Zhao · Linghao Zhuang · Anwen Jiang · Guancheng Wan · Mang Ye

对齐与偏好社会与人本OpenReview

作者位次 #6/6AAAI 2026Poster· Artificial Intelligence

Text-based Aerial-Ground Person Retrieval

Xinyu Zhou · Yu Wu · Jiayao Ma · Wenhao Wang · Min Cao · Mang Ye

检索与知识OpenReview

作者位次 #6/6AAAI 2026Poster· Artificial Intelligence

Probing Semantic Insensitivity for Inference-Time Backdoor Defense in Multimodal Large Language Model

Xuankun Rong · Wenke Huang · Wenzheng Jiang · Yiming Li · Wenxuan Wang · Mang Ye

安全可解释性多模态OpenReview

Mang Ye

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2026 顶会论文

Cross-Modal Semantic Decoupling and Transfer for Text-to-Visible-Infrared Person Re-Identification

The Geometry of Reasoning: Self-Evaluation via Layerwise Trajectory Evolution

Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes

Rethinking Federated Prompt Learning for Medical Images: From Textual Tuning to Visual Manifold Anchoring

FedPissa: Towards Federated Personalized Adaptation of Foundation Models via LoRA Subspace Mapping

Decoupled Low-Rank Adaptation for Robust Federated Fine-Tuning

API: Adaptive Prototype Imputation for Incomplete Multimodal Sentiment Analysis

Interactive Person Retrieval via Multi-Turn Multimodal Conversation

DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing

Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation

Enhancing Cross-subject Emotion Recognition via Heterogeneous Distribution Augmentation and Collaborative Learning

FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction

RAAS: LLM Agentic System Architecture Search with GRPO

Towards Cross-Modal Preservation, Consistency and Alignment for Privacy-Preserving Visible-Infrared Person Re-Identification

WHU-MARS: A Multispectral Aerial-Ground Benchmark Towards Any-Scenario Person Re-Identification

Batman: Benign Knowledge Alignment Through Malicious Null Space in Federated Backdoor Attack

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models

SafeGRPO: Self-Rewarded Multimodal Safety Alignment via Rule-Governed Policy Optimization

FedPRE: Robust Federated Graph Learning against Topological Corruption

FedFST: Mitigating Spectral Catastrophic Forgetting in Federated Graph Continual Learning

RGMP: Recurrent Geometric-prior Multimodal Policy for Generalizable Humanoid Robot Manipulation

Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense

Divide, Conquer and Unite: Hierarchical Style-Recalibrated Prototype Alignment for Federated Medical Segmentation

Text-based Aerial-Ground Person Retrieval

Probing Semantic Insensitivity for Inference-Time Backdoor Defense in Multimodal Large Language Model

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