2 papers
cs.CL2025
Mind with Eyes: from Language Reasoning to Multimodal Reasoning
Zhiyu Lin, Yifei Gao, Xian Zhao +2
Language models have recently advanced into the realm of reasoning, yet it is through multimodal reasoning that we can fully unlock the potential to achieve more comprehensive, hum…
cs.LG2024
An Experimental Study of Semantic Continuity for Deep Learning Models
Shangxi Wu, Dongyuan Lu, Xian Zhao +2
Deep learning models suffer from the problem of semantic discontinuity: small perturbations in the input space tend to cause semantic-level interference to the model output. We arg…