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math.OC2026
Byzantine-Robust Distributed SGD: A Unified Analysis and Tight Error Bounds
Boyuan Ruan, Xiaoyu Wang, Ya-Feng Liu
Byzantine-robust distributed optimization relies on robust aggregation rules to mitigate the influence of malicious Byzantine workers. Despite the proliferation of such rules, a un…
cs.CL2026★ 1 cited
Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation
Kwun Hang Lau, Fangyuan Zhang, Boyu Ruan +4
Recent advances in Retrieval-Augmented Generation (RAG) have shifted from simple vector similarity to structure-aware approaches like HippoRAG, which leverage Knowledge Graphs (KGs…