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Dongwoo Kim

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#artificial intelligence Preprint Sep 2026

Scaling Influence Functions in LLMs through Eigenbasis-Corrected One-Bit Gradient Projection

Influence functions estimate how individual training examples affect the behavior of large language models (LLMs). Analyzing how training data influence different behaviors of an LLM involves repeated influence computation. Reusing stored training gradients reduces the computational cost, but storing full gradients is...

Jaeseung Heo, J. Rosser, Dongwoo Kim · 0 citations

Long Live the Librarian! A Persistent Search Sub-Agent for Energy-Efficient Multi-Agent Software Engineering Systems

Librarian, a persistent search sub-agent that tracks repository-search history and suppresses redundant exploration actions across agents is proposed, which reduces per-episode GPU energy consumption of existing multi-agent SWE systems while preserving task performance.

Seunghyuk Cho, Sunghyun Choi, Jaeseung Heo et al. · 0 citations

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