一作ICLR 2026Poster· Deep Learning / Graph Neural Networks
Topology of Reasoning: Retrieved Cell Complex-Augmented Generation for Textual Graph Question Answering
Sen Zhao · Lincheng Zhou · Yue Chen · Ding Zou
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Sen Zhao · Lincheng Zhou · Yue Chen · Ding Zou
Taojie Zhu · Dongyang Xu · Ding Zou · Sen Zhao · Qiaobo Hao · Zhiguo Yang · Yonghong He
Post-training paradigms for Large Language Models (LLMs), primarily Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL), face a fundamental dilemma: SFT provides stability (low variance) but suffers from high fitting bias, while RL enables exploration (low bias) but grapples with high gr...