Academic

Academic

Academic · 1 min

Can LLM Aid in Solving Constraints with Inductive Definitions?

arXiv:2603.03668v1 Announce Type: cross Abstract: Solving constraints involving inductive (aka recursive) definitions is challenging. State-of-the-art SMT/CHC solvers and first-order logic provers provide only limited support …

Weizhi Feng, Shidong Shen, Jiaxiang Liu, Taolue Chen, Fu Song, Zhilin Wu
57 views
Academic · 1 min

Boosting deep Reinforcement Learning using pretraining with Logical Options

arXiv:2603.06565v1 Announce Type: new Abstract: Deep reinforcement learning agents are often misaligned, as they over-exploit early reward signals. Recently, several symbolic approaches have addressed these …

Zihan Ye, Phil Chau, Raban Emunds, Jannis Bl\"uml, Cedric Derstroff, Quentin Delfosse, Oleg Arenz, Kristian Kersting
39 views
Academic · 1 min

Reasoning Models Struggle to Control their Chains of Thought

arXiv:2603.05706v1 Announce Type: new Abstract: Chain-of-thought (CoT) monitoring is a promising tool for detecting misbehaviors and understanding the motivations of modern reasoning models. However, if …

Chen Yueh-Han, Robert McCarthy, Bruce W. Lee, He He, Ian Kivlichan, Bowen Baker, Micah Carroll, Tomek Korbak
30 views