一作ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders
COLD-Steer: Steering Large Language Models via In-Context One-step Learning Dynamics
Kartik Sharma · Rakshit Trivedi
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Kartik Sharma · Rakshit Trivedi
Kartik Sharma · Yiqiao Jin · Vineeth Rakesh · Yingtong Dou · Menghai Pan · Mahashweta Das · Srijan Kumar
Yiqiao Jin · Kartik Sharma · Vineeth Rakesh · Yingtong Dou · Menghai Pan · Mahashweta Das · Srijan Kumar
Retrieval-augmented generation (RAG) extends large language models (LLMs) with external knowledge, but it must balance limited effective context, redundant retrieved evidence, and the loss of fine-grained facts under aggressive compression. Pure compression-based approaches reduce input size but...