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• Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation

  Xiaowen Jiang, Jing Yang, ShunDong Yang, Yuan Gao, Xinfa Jiang, Laurence Tianruo Yang, Jieming Yang

  14946-14954

  2026-03-14

• Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment

  Di Jin, Haotian Zhao, Xiaobao Wang, Fengyu Yan, Dongxiao He

  14973-14981

  2026-03-14

• Memorize Early, Then Query: Inlier-Memorization-Guided Active Outlier Detection

  Minseo Kang, Seunghwan Park, Dongha Kim

  15000-15008

  2026-03-14

• CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift

  HyunGi Kim, Jisoo Mok, Hyungyu Lee, Juhyeon Shin, Sungroh Yoon

  15018-15026

  2026-03-14

• Subspace-Aware Graph Construction and Contrastive Alignment for Multimodal Recommendation with Large Language Models

  Haodong Li, Lianyong Qi, Weiming Liu, Fan Wang, Chong Li, Shengye Pang, Wenwen Gong, Yanwei Xu, Xiaoxiao Chi, Yang Zhang, Xiaokang Zhou

  15099-15107

  2026-03-14

• Beyond Local Patterns: Multiscale Inconsistency Learning for Graph Anomaly Detection

  Jie Lian, Zhihao Wu, Jielong Lu, Jiajun Yu, Qianqian Shen, Haishuai Wang

  15216-15224

  2026-03-14

• AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

  Jingyi Liao, Yongyi Su, Rong-Cheng Tu, Zhao Jin, Wenhao Sun, Yiting Li, Xun Xu, Dacheng Tao, Xulei Yang

  15234-15242

  2026-03-14

• Multifaceted Scenario-Aware Hypergraph Learning for Next POI Recommendation

  Yuxi Lin, Yongkang Li, Jie Xing, Zipei Fan

  15269-15277

  2026-03-14

• MoToRec: Sparse-Regularized Multimodal Tokenization for Cold-Start Recommender

  Jialin Liu, Zhaorui Zhang, Ray C.C. Cheung

  15324-15332

  2026-03-14

• Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob

  Yun Lu, Xiaoyu Shi, Hong Xie, Chongjun Xia, Zhenhui Gong, Mingsheng Shang

  15475-15482

  2026-03-14

• Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks

  Jiayi Luo, Qingyun Sun, Yuecen Wei, Haonan Yuan, Xingcheng Fu, Jianxin Li

  15483-15491

  2026-03-14

• ImageBindDC: Compressing Multi-modal Data with ImageBind-based Condensation

  Yue Min, Shaobo Wang, Jiaze Li, Tianle Niu, Junxin Fan, Yongliang Miao, Lijin Yang, Linfeng Zhang

  15537-15545

  2026-03-14

• RoSA: Enhancing Parameter-Efficient Fine-Tuning via RoPE-aware Selective Adaptation in Large Language Models

  Dayan Pan, Jingyuan Wang, Yilong Zhou, Jiawei Cheng, Pengyue Jia, Xiangyu Zhao

  15600-15608

  2026-03-14

• Quality-Aware Language-Conditioned Local Auto-Regressive Anomaly Synthesis and Detection

  Long Qian, Bingke Zhu, Yingying Chen, Ming Tang, Jinqiao Wang

  15626-15634

  2026-03-14

• SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation

  Junhua Shi, Qingyun Sun, Haonan Yuan, Xingcheng Fu

  15716-15724

  2026-03-14

• Hard vs. Noise: Resolving Hard-Noisy Sample Confusion in Recommender Systems via Large Language Models

  Tianrui Song, Wen-Shuo Chao, Hao Liu

  15743-15751

  2026-03-14

• Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm

  Jiajie Su, Zihan Nan, Yunshan Ma, Xiaobo Xia, XiaoHua Feng, Weiming Liu, Xiang Chen, Xiaolin Zheng, Chaochao Chen

  15752-15760

  2026-03-14

• Cross-modal Proxy Evolving for OOD Detection with Vision-Language Models

  Hao Tang, Yu Liu, Shuanglin Yan, Fei Shen, Shengfeng He, Jing Qin

  15770-15778

  2026-03-14

• HFR-MKGC: Hierarchical Fusion Reasoning with MLLMs for Multi-modal Knowledge Graph Completion

  Di Wang, Junping Du, Zhe Xue, Meiyu Liang, Guanhua Ye, Yingxia Shao, Haisheng Li

  15815-15823

  2026-03-14

• TOP-RL: Task-Optimized Progressive Token Pruning with Reinforcement Learning for Vision Language Models

  Hengyi Wang, Weiying Xie, Hui Jiang, Yaotao Wei, Kai Jiang, Mingxiang Cao, Chenhe Hao, Leyuan Fang

  15824-15832

  2026-03-14

• Task-Aware Meta-Learning on Heterogeneous Knowledge Graph for POI Recommendation

  Jingyuan Wang, Zhichun Wang, Tong Lu, Yiming Guan

  15833-15840

  2026-03-14

• From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection

  Luzhi Wang, Xuanshuo Fu, He Zhang, Chuang Liu, Xiaobao Wang, Hongbo Liu

  15851-15859

  2026-03-14

• DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification

  Guangkai Wu, Gen Liu, Chao Li, Qingtian Zeng, Hui Zhou, Zhongying Zhao

  15968-15976

  2026-03-14

• REACTION: Parameter-Efficient Learning for Recommendation

  Song-Li Wu, Zhaocheng Du, Qinglin Jia, Zhenhua Dong

  15977-15985

  2026-03-14

• From Points to Coalitions: Hierarchical Contrastive Shapley Values for Prioritizing Data Samples

  Canran Xiao, Jiabao Dou, Zhiming Lin, Zong Ke, Liwei Hou

  15995-16003

  2026-03-14