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Efficient LLM Adaptation with Forward-Only Passes

arXiv cs.AI · Baichuan Huang, Ananth Balashankar, Amir Aminifar ·

arXiv:2611.10610v1 Announce Type: new Abstract: Large language model (LLM) inference serving is undergoing rapid growth and large-scale deployment, motivating us to rethink how the inference process itself can be leveraged to enable efficient task-specific LLM adaptation. In this paper, we propose a forward-only…

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