2 papers
cs.CV2026
Single-Teacher View Augmentation: Enhancing Knowledge Distillation with Student-Guided Perturbations
Xuyi Yu, Yaohua Liu, Chengjun Li +3
Knowledge distillation (KD) typically relies on the fixed perspective of a single teacher, limiting the diversity of supervisory signals. While multi-teacher distillation addresses…
cs.AI2026
Large Language Models as Amortized Pareto-Front Generators for Constrained Bi-Objective Convex Optimization
Peipei Xu, SiYuan Ma, Yaohua Liu +4
Generating feasible Pareto fronts for constrained bi-objective continuous optimization is central to multi-criteria decision-making. Existing methods usually rely on iterative scal…