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cs.CV2025
Conscious Gaze: Adaptive Attention Mechanisms for Hallucination Mitigation in Vision-Language Models
Weijue Bu, Guan Yuan, Guixian Zhang
Large Vision-Language Models (VLMs) often exhibit text inertia, where attention drifts from visual evidence toward linguistic priors, resulting in object hallucinations. Existing d…
cs.LG2025
Globally aware optimization with resurgence
Wei Bu
Modern optimization faces a fundamental challenge: local gradient-based methods provide no global information about the objective function landscape, often leading to suboptima…
cs.LG2025
Fokker-Planck to Callan-Symanzik: evolution of weight matrices under training
Wei Bu, Uri Kol, Ziming Liu
The dynamical evolution of a neural network during training has been an incredibly fascinating subject of study. First principal derivation of generic evolution of variables in sta…