Author

Shan-Feng Huang

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#artificial intelligence Preprint Sep 2026

Progressive-View On-Policy Distillation for Regional-to-Global Transfer in Multimodal LLMs

Regional-to-global distillation uses crop-conditioned guidance to improve full-image understanding. The challenge is to effectively transfer the teacher's crop-based advantage to the student's full-image inference. We propose progressive-view on-policy distillation (PVD), which shifts the student's view distribution fr...

Shan-Feng Huang, Zhou Fang, Song Xiao et al. · 0 citations

#artificial intelligence Preprint Sep 2026

ALLOT: Budgeted Hybrid-Memory Routing for Knowledge Updates in LLMs

For large language models (LLMs), parametric adaptation is costly when retrieval already suffices. We introduce ALLOT, a hybrid-memory routing framework that separates learned write priority from a hard parametric budget. A memory-aware router combines frozen text representations, retrieval confidence, and relation met...

Shan-Feng Huang, Zhou Fang, Song Xiao et al. · 0 citations