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cs.LG2026
How Does Parameter Pruning Reshape DNN Representations? An Interaction-Driven Exploration
Fangbo Li, Junpeng Zhang, Qihan Ren +1
This study focuses on the scientific problem of understanding internal factors that govern the diverse performance degradation of deep neural networks (DNNs) when different paramet…
cs.AI2026
Reconciling Contradictory Views on the Effectiveness of SFT in LLMs: An Interaction Perspective
Junpeng Zhang, Lei Cheng, Guoxi Zhang +3
This paper explores a scientific question in supervised fine-tuning (SFT): why SFT is broadly effective for small-scale deep neural networks, yet can produce inconsistent or even d…