Seminar
Fall, 2025
< < < < < < < < < < < < < < < < < < < < < < < < < < < < < <
2025.1.04(Sun)
Place Time Session Chair Speaker Title
Offline 15:30-17:30 Yaoyao Zhang Lele Ren Research progress PDF PPT
2025.1.04(Sun)
Place Time Session Chair Speaker Title
Online 20:00-21:00 Lele Ren Jing Li Multimodal Recommendation Research progress PDF PPT
2025.1.02(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jinfei Chen Yuhang Jiang Causal order The key to leveraging imperfect experts in causal inference(ICLR_2025) PDF PPT
Long ZhangCustomizing In-context Learning for Dynamic Interest Adaption in LLM-based Recommendation(ACL_2025) PDF PPT
2025.12.28(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Shiyan Wu Junsi Chen T3Time Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion(AAAI_2026) PDF PPT
Hongliang NieMultimodal Sentiment Analysis with Multi-Perspective Thinkingvia Large Multimodal Models(CIKM_2025) PDF PPT
2025.12.24(Wed)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Hao Liu Yaoyao Zhang Language-Guided Graph Representation Learning for Video Summarization(TPAMI_2025) PDF PPT
Yang HuSelf-attention and cross-modal attention for audio-visual zero-shot learning(Information Fusion_2026) PDF PPT
2025.12.21(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Yaoyao Zhang Zhiwei Xu Token Prepending Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs(ACL_2025) PDF PPT
Cong ShengGraph4MM Weaving Multimodal Learning with Structural Information(ICLR_2025) PDF PPT
2025.12.17(Wed)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jiale Shen Xiang Zhang Dual Reasoning A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering(NeurIPS_2025) PDF PPT
Mingyu YangFast Think-on-Graph Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph(AAAI_2025) PDF PPT
2025.12.14(Sun)
Place Time Session Chair Speaker Title
Online 20:00-21:00 Lele Ren Hao Liu Research progress PDF PPT
2025.12.10(Wed)
Place Time Session Chair Speaker Title
Online 20:00-21:00 Jinfei Chen Shiyan Wu Research progress PDF PPT
2025.12.7(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Mingyu Yang Long Zhang Graph-constrained Reasoning_Faithful Reasoning on Knowledge Graphs with Large Language Models(ICML_2025) PDF PPT
Junsi ChenPre-train, Align, and Disentangle Empowering Sequential Recommendation with Large Language Models(SIGIR_2025) PDF PPT
2025.12.3(Wed)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Zhiwei Xu Yuhang Jiang Mitigating Hidden Confounding by Progressive Confounder Imputation via Large Language Models(arXiv_2025) PDF PPT
Hongliang NieInvariance matters:Empowering social recommendation via graph invariant learning(SIGIR_2025) PDF PPT
2025.11.30(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Mingyu Yang Yang Hu PRIME_Preference-Optimized Retrieval and Ranking for Efficient Multimodal Recommendation(KDD_2025) PDF PPT
Zhiwei XuMSE-Adapter A Lightweight Plugin Endowing LLMs with the Capability toPerform Multimodal Sentiment Analysis and Emotion Recognition(AAAI_2025) PDF PPT
2025.11.26(Wed)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Shunan Yin Mingyu Yang DuetGraph Coarse-to-Fine Knowledge Graph Reasoning with Dual-Pathway Global-Local Fusion(NeurlPS_2025) PDF PPT
Cong ShengHarnessing Multimodal Large Language Models for Multimodal Sequential Recommendation(AAAI_2025) PDF PPT
2025.11.23(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Xiang Zhang Jingbo Liu Continual Gradient Low-Rank Projection Fine-Tuning for LLMs(ACL_2025) PDF PPT
Shunan YinKnowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation(ACL_2025) PDF PPT
2025.11.17(Mon)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Jingbo Liu Jing Li ★Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation(MM_2025) PDF PPT
Xiang ZhangGNN-RAG Graph Neural Retrieval for Efficient Large Language Model(ACL_2025) PDF PPT
2025.11.14(Fri)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Yuhang Jiang Jiale Shen LightKG Efficient Knowledge-Aware Recommendations with Simplified GNN Architecture(KDD_2025) PDF PPT
Long ZhangLightPROF A Lightweight Reasoning Framework for Large Language Model on KG(WWW_2025) PDF PPT
2025.11.10(Wed)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Zhiwei Xu Hao Liu Lost in Sequence Do Large Language Models Understand Sequential Recommendation(KDD_2025) PDF PPT
Yuhang JiangGenerating with Fairness A Modality-Diffused Counterfactual Framework for Incomplete Multimodal Recommendations(WWW_2025) PDF PPT
2025.11.07(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Shunan Yin Yaoyao Zhang FACE A General Framework for Mapping Collaborative Filtering Embedding into LLM Tokens(NeurIPS_2025) PDF PPT
Hongliang NieErrorEraser Unlearning Data Bias for Improved Continual Learning(KDD_2025) PDF PPT
2025.11.03(Wed)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jing Li Shunan Yin Comprehending Knowledge Graphs with Large Language Models for Recommender Systems(SIGIR_2025) PDF PPT
Zhiwei XuSEALR_Sequential Emotion‑Aware LLM‑Based Personalized Recommendation System(SIGIR_2025) PDF PPT
2025.10.27(Wed)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Mingyu Yang Jingbo Liu Federated Continual Recommendation(CIKM_2025) PDF PPT
Yang HuEmpowering Denoising Sequential Recommendation with Large Language Model(CIKM_2025) PDF PPT
2025.10.24(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Shiyan Wu Jing Li Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs(CIKM_2025) PDF PPT
Mingyu YangGRAM Generative Recommendation via Semantic-aware Multi-granular Late Fusion(ACL_2025) PDF PPT
2025.10.21(Tue)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Junsi Chen Shiyan Wu Dual Graph Diffusion Model for Social Recommendation(WWW_2025) PDF PPT
Cong ShengAdversarial Attacks against Closed-Source MLLMs(NeurIPS_2025) PDF PPT
2025.10.19(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Lele Ren Junsi Chen FindRec Stein-Guided Entropic Flow for Multi-Modal Sequential Recommendation(KDD_2025) PDF PPT
Jiale ShenDebate on Graph A Flexible and Reliable Reasoning Framework for Large Language Models(AAAI_2025) PDF PPT
2025.10.14(Tue)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Yaoyao Zhang Junsi Chen FindRec Stein-Guided Entropic Flow for Multi-Modal Sequential Recommendation.pdf(KDD_2025) PDF PPT
2025.10.12(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jinfei Chen Hao Liu Bridging Textual-Collaborative Gap through Semantic Codes for Sequential Recommendation(KDD_2025) PDF PPT
Xiang ZhangDPCL-Diff Temporal Knowledge Graph Reasoning Based on Graph Node(AAAI_2025) PDF PPT
2025.10.10(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Xiang Zhang Lele Ren Training-free Periodic Interest Augmentation in Incremental Recommendation(SIGIR_2025) PDF PPT
Long ZhangPaths-over-Graph Knowledge Graph Empowered Large Language Model Reasoning(WWW_2025) PDF PPT
2025.10.04(Sun)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Long Zhang Yaoyao Zhang Bi-Tuning with Collaborative Information for Controllable LLM-based Sequential Recommendation(ACL_2025) PDF PPT
Yuhang JiangCausal Inference for Multi-Criteria Rating Recommender SystemsCausal Inference for Multi-Criteria Rating Recommender Systems(TRANS_2025) PDF PPT
2025.9.28(Sun)
Place Time Session Chair Speaker Title
Offline 20:00-22:00 Yuhang Jiang Hongliang Nie MOS Model Surgery for Pre-Trained Model-Based Class Incremental Learning(AAAI_2025) PDF PPT
Jinfei ChenLost in Sequence Do Large Language Models Understand Sequential Recommendation(KDD_2025) PDF PPT
2025.9.26(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jiale Shen Zhiwei Xu Mixture of Multimodal Adapters for Sentiment Analysis(ACL_2025) PDF PPT
Yang HuMUFFIN:Mixture of User-Adaptive Frequency Filtering for Sequential Recommendation(CIKM_2025) PDF PPT
2025.9.19(Fri)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Shunan Yin Cong Sheng LLM-Powered User Simulator for Recommender System(AAAI_2025) PDF PPT
Mingyu YangFeature-Structure Adaptive Completion Graph Neural Network for Cold-start Recommendation(AAAI_2025) PDF PPT
2025.9.15(Mon)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Yaoyao Zhang Junsi Chen LACA Improving Cross-lingual Aspect-Based Sentiment Analysis withLLM Data Augmentation(ACL_2025) PDF PPT
Xiang ZhangConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement(AAAI_2025) PDF PPT
2025.9.3(Wed)
Place Time Session Chair Speaker Title
Offline 19:00-21:00 Jing Li Yuhang Jiang STAR-Rec Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation(SIGIR_2025) PDF PPT
Long ZhangPOI-Enhancer: An LLM-based Semantic Enhancement Framework(AAAI_2025) PDF PPT
2025.9.1(Mon)
Place Time Session Chair Speaker Title
Offline 9:00-11:00 Shiyan Wu Shunan Yin A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs(ACL_2025) PDF PPT
Hao LiuIntent Representation Learning with Large Language Model for Recommendation(SIGIR_2025) PDF PPT
2025.8.29(Thu)
Place Time Session Chair Speaker Title
Online 9:00-11:00 Lele Ren Shiyan Wu ScoreNet Consistency-driven Framework with Multi-side Information Fusion for Session-based Recommendation(AAAI_2025) PDF PPT
Jing LiMExD AnExpert-InfusedDiffusionModelforWhole-SlideImageClassification(CVPR_2025) PDF PPT
2025.8.25(Mon)
Place Time Session Chair Speaker Title
Online 20:00-22:00 Jingbo Liu Jiale Shen CognTKE A Cognitive Temporal Knowledge Extrapolation Framework(AAAI_2025) PDF PPT
Jinfei ChenLLM2Rec_Large Language Models Are Powerful Embedding Models for Sequential Recommendation.pdf(KDD_2025) PDF PPT
2025.8.23(Sat)
Place Time Session Chair Speaker Title
Offline 16:00-17:00 Zhendong Huang Shuming Jiang Research progress PDF PPT
Yang Jiang Research progress PDF PPT