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2026 顶会论文

作者位次 #4/4ICLR 2026Poster· Social Aspects / Accountability, Transparency and Interpretability

Self-Consistency Improves the Trustworthiness of Self-Interpretable GNNs

Wenxin Tai · Ting Zhong · Goce Trajcevski · Fan Zhou

可解释性社会与人本OpenReview

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

Harmonic Canvas: Inversion-Free Editing for Visually-Guided Music Style Transfer

Yue Lei · Siqi Yang · Ting Zhong · Fan Zhou

多模态安全OpenReview 项目页

作者位次 #7/7ACL 2026Findings· Findings of ACL

LEAF : Towards Lightweight Explainable Hateful Video Detection via Self-Grounding C o T Guided Stage-Wise Distillation

Jian Lang · Rongpei Hong · Meihui Zhong · Kaiju Li · Ting Zhong · Qiang Gao · Fan Zhou

摘要

The rapid spread of hateful videos online has sparked growing social concerns, driving research efforts to detect and limit their dissemination. However, existing methods rely on opaque models that offer no insight into their decisions, eroding trust in detection systems. Large Multimodal Models...

多模态社会与人本可解释性OpenReview 项目页

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

TAMEing Long Contexts in Personalization: Towards Training-Free and State-Aware MLLM Personalized Assistant

Rongpei Hong · Jian Lang · Ting Zhong · Yong Wang · Fan Zhou

对齐与偏好检索与知识长上下文与架构OpenReview

作者位次 #6/6KDD 2026Oral· Knowledge Discovery & Data Mining

From Shallow Humor to Metaphor: Towards Label-Free Harmful Meme Detection via LMM Agent Self-Improvement

Jian Lang · Rongpei Hong · Ting Zhong · Leiting Chen · Qiang Gao · Fan Zhou

智能体与工具安全强化学习与后训练OpenReview

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

Nip Rumors in the Bud: Retrieval-Guided Topic-Level Adaptation for Test-Time Fake News Video Detection

Jian Lang · Rongpei Hong · Ting Zhong · Yong Wang · Fan Zhou

检索与知识多模态OpenReview

作者位次 #6/6KDD 2026Oral· Knowledge Discovery & Data Mining

Explicit Retrieval, Implicit Cognition: Towards Personalized Micro-video Popularity Prediction via Dual Latent Memory

Zhangtao Cheng · Bo Chen · Meihui Zhong · Ting Zhong · Bing Xia · Fan Zhou

检索与知识对齐与偏好多模态OpenReview

作者位次 #4/4KDD 2026Oral· Knowledge Discovery & Data Mining

Disentangling Multi-View Scanning in Mamba for Network Traffic Anomaly Detection

Xinglin Lian · Chengtai Cao · Ting Zhong · Fan Zhou

检索与知识长上下文与架构OpenReview

作者位次 #9/10KDD 2026Oral· Knowledge Discovery & Data Mining

Generative Optimization for Incentivized Advertising with Global Level Constraints

Gege Chen · Ning Luo · Hao Jiang · Da Li · Wenzheng Shu · Teng Sha · Yanxiang Zeng · Wenxin Tai · Fan Zhou · Xialong Liu

检索与知识OpenReview

作者位次 #6/6INFOCOM 2026Oral· Computer Communications & Networking

Decompose to Understand, Fuse to Detect: Frequency-Decoupled Anomaly Detection for Encrypted Network Traffic

Xinglin Lian · Chengtai Cao · Ting Zhong · Yong Wang · Kai Chen · Fan Zhou

OpenReview

作者位次 #3/4AAAI 2026Poster· Artificial Intelligence

Learning to Curate Context: Jointly Optimizing Retrieval and Prediction for Multimodal Social Media Popularity

Xovee Xu · Shuojun Lin · Fan Zhou · Jingkuan Song

多模态检索与知识社会与人本OpenReview

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Beyond Graph Priors: A Co-Evolving Framework Under Uncertainty for Enterprise Resilience Assessment

Yanzhe Xie · Li Huang · Qiang Gao · Xueqin Chen · Fan Zhou · Kunpeng Zhang

OpenReview

作者位次 #9/9AAAI 2026Poster· Artificial Intelligence

Shedding the Facades, Connecting the Domains: Detecting Shifting Multimodal Hate Video with Test-Time Adaptation

Jiao Li · Jian Lang · Xikai Tang · Wenzheng Shu · Ting Zhong · Qiang Gao · Yong Wang · Leiting Chen · Fan Zhou

多模态OpenReview

作者位次 #5/5AAAI 2026Poster· Artificial Intelligence

Modality-Balanced Collaborative Distillation for Multi-Modal Domain Generalization

Xiaohan Wang · Zhangtao Cheng · Ting Zhong · Leiting Chen · Fan Zhou

多模态强化学习与后训练理论与学习动力学OpenReview

作者位次 #5/7AAAI 2026Poster· Artificial Intelligence

Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs

Liu Yu · Zhonghao Chen · PING KUANG · Zhikun Feng · Fan Zhou · Lan Wang · Gillian Dobbie

安全OpenReview

Fan Zhou

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