Researcher — paper.dinq.me

2026 顶会论文

作者位次 #6/8ICML 2026Spotlight· Deep Learning / Algorithms

Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection

Mingsheng Cao · Hongliang Chen · Ming Hu · Fei Gao · Qiaolong Ding · Wenke Huang · Xiaofei Xie · Junlong Zhou

作者位次 #4/11ICML 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 #9/9ICML 2026Poster· Deep Learning / Robustness

SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems

Yunhao Feng · Yifan Ding · Yingshui Tan · Boren Zheng · Xiaolong Li · Kun Zhai · Yishan Li · Yanming Guo · Wenke Huang

安全智能体与工具OpenReview

作者位次 #2/7ICML 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 #5/12ICML 2026Poster· Deep Learning / Large Language Models

EchoRL: Reinforcement Learning via Rollout Echoing

Jinhe Bi · Aniri - · Minglai Yang · Xingcheng Zhou · Wenke Huang · Sikuan Yan · Yujun Wang · Zixuan Cao · Michael Färber · Xun Xiao · Volker Tresp · Yunpu Ma

强化学习与后训练OpenReview

作者位次 #2/7ICML 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 #3/6ICML 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 #4/10ICML 2026Poster· General Machine Learning / Supervised Learning

Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity

Junxiang Wu · Zhiqiang Kou · Hongwei Zeng · Wenke Huang · Biao Liu · Hanlin Gu · Yuheng Jia · Di Jiang · Yang Liu · Xin Geng

OpenReview

作者位次 #2/10ICML 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 #4/6CVPR 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 #3/11CVPR 2026Spotlight· Computer Vision & Pattern Recognition

FedHarmony: Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning

Zhiqiang Kou · Junxiang Wu · Wenke Huang · Wenwen He · Ming-Kun Xie · changwei wang · Yuheng Jia · Di Jiang · Yang Liu · Xin Geng · Qiang Yang

安全多模态OpenReview 项目页

作者位次 #4/8CVPR 2026Poster· Computer Vision & Pattern Recognition

FedBPrompt: Federated Domain Generalization Person Re-Identification via Body Distribution Aware Visual Prompts

Xin Xu · Weilong Li · Wei Liu · Wenke Huang · Zhixi Yu · Bin Yang · Xiaoying Liao · Kui Jiang

多模态理论与学习动力学OpenReview 项目页

作者位次 #2/6CVPR 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 #2/8CVPR 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 #2/6CVPR 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 #3/5KDD 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 #3/5KDD 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 #3/10ICRA 2026Oral· Robotics & Automation

When Attention Betrays: Erasing Backdoor Attacks in Robotic Policies by Reconstructing Visual Tokens

Xuetao Li · Pinhan Fu · Wenke Huang · Nengyuan Pan · Songhua Yang · Kaiyan Zhao · Guancheng Wan · Mengde Li · Jifeng Xuan · Miao Li

安全多模态OpenReview

作者位次 #3/7AAAI 2026Poster· Artificial Intelligence

Domain-Aware Suppression and Aggregation for Federated DG ReID

Zhixi Yu · Wei Liu · Wenke Huang · Bin Yang · Qian Bie · Guancheng Wan · Xin Xu

OpenReview

作者位次 #2/10AAAI 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 #3/6AAAI 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 #11/11AAAI 2026Poster· Artificial Intelligence

DAWN: Distributed LLM Multi-Agent Workflow Synthesis

Guancheng Wan · Mo Zhou · Ziyi Wang · Xiaoran Shang · Eric Hanchen Jiang · Guibin Zhang · Jinhe Bi · Yunpu Ma · ZAIXI ZHANG · Ke Liang · Wenke Huang

智能体与工具OpenReview

作者位次 #3/7AAAI 2026Poster· Artificial Intelligence

Federated Context-Aware Personalized Recommendation

Zhihao Wang · Xiaoying Liao · Wenke Huang · Bingqian Liu · Tian Chen · Jian Wang · Bing Li

对齐与偏好OpenReview

作者位次 #2/8AAAI 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 #2/6AAAI 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

Wenke Huang

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