3 papers
cs.CV2026
Cross-Architecture Knowledge Distillation from a Vision Foundation Model to a Lightweight Visual State Space Model for Tea Leaf Disease Classification
Zibo Zhou, Zongsen Qiu, Rui Chen +3
Automated tea leaf disease classification supports precision agriculture, yet deploying accurate models on edge devices remains challenging under tight compute budgets. Self-superv…
cs.LG2026
Beyond Teacher Likelihood: Group-Calibrated On-Policy Distillation for Long-Context Reasoning
Zhu Zhang, Jixun Wang, Xiaoang Xu +6
On-policy distillation (OPD) trains a student on its own responses using dense token-level guidance from a stronger teacher. In long-context tasks, however, token-level teacher sup…
cs.CV2025
STA-Net: A Decoupled Shape and Texture Attention Network for Lightweight Plant Disease Classification
Zongsen Qiu, Jianjun Wang, Yue Zhou +2
Responding to rising global food security needs, precision agriculture and deep learning-based plant disease diagnosis have become crucial. Yet, deploying high-precision models on…