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*ProtSAE: Disentangling and interpreting protein language models via semantically-guided sparse autoencoders. __Proc. AAAI__
*Answering the unanswerable is to err knowingly: Analyzing and mitigating abstention failures in large reasoning models. __Proc. AAAI__
*Do we truly need so many samples? Multi-LLM repeated sampling efficiently scales test-time compute. __Proc. AAAI__
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*Parameter-efficient Federated Knowledge Graph Embedding Learning and Unlearning. __Proc. ISWC__
*mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs. __Proc. ISWC__
*Are LLMs Really Knowledgeable for Knowledge Graph Completion? __Proc. ISWC %%(color:red;)(亮点论文)%%__
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*Xiangrong Zhu, Yuexiang Xie, Yang Liu, Yaliang Li, Wei Hu: Parameter-Efficient Federated Knowledge Graph Embedding Learning and Unlearning. __Proc. ISWC__
*Chuan Xu, Qiaosheng Chen, Yutong Feng, Gong Cheng: mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs. __Proc. ISWC__
*Yang Liu, Zequn Sun, Zhoutian Shao, Yuanning Cui, Wei Hu: Are LLMs Really Knowledgeable for Knowledge Graph Completion? __Proc. ISWC %%(color:red;)(亮点论文)%%__
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*WoW: A window-to-window incremental index for range-filtering approximate nearest neighbor search. __Proc. ACM Manag. Data__
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*Jiacheng Huang, Zequn Sun, Qijin Chen, Xiaozhou Xu, Weijun Ren, Wei Hu: Deep Active Alignment of Knowledge Graph Entities and Schemata. __PACMMOD__
*Jiacheng Huang, Zequn Sun, Qijin Chen, Xiaozhou Xu, Weijun Ren, Wei Hu: Deep Active Alignment of Knowledge Graph Entities and Schemata. __Proc. ACM Manag. Data__