2 papers
cs.AI2025
Understanding and Enhancing the Planning Capability of Language Models via Multi-Token Prediction
Qimin Zhong, Hao Liao, Siwei Wang +4
Large Language Models (LLMs) have achieved impressive performance across diverse tasks but continue to struggle with learning transitive relations, a cornerstone for complex planni…
cond-mat.dis-nn2024
Exploring Loss Landscapes through the Lens of Spin Glass Theory
Hao Liao, Wei Zhang, Zhanyi Huang +5
In the past decade, significant strides in deep learning have led to numerous groundbreaking applications. Despite these advancements, the understanding of the high generalizabilit…