2 papers
cs.LG2025
Self-similarity Analysis in Deep Neural Networks
Jingyi Ding, Chengwen Qi, Hongfei Wang +4
Current research has found that some deep neural networks exhibit strong hierarchical self-similarity in feature representation or parameter distribution. However, aside from preli…
cs.CL2025
Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation
Chengwen Qi, Ren Ma, Bowen Li +5
First-order logic (FOL) reasoning, which involves sequential deduction, is pivotal for intelligent systems and serves as a valuable task for evaluating reasoning capabilities, part…