一作ICML 2026Poster· Deep Learning / Theory
The Crowded Embedding Space: A Mean-Field Mechanism for Emergent Marginalization in Retrieval-Augmented Agents
Shwan Ashrafi · Dan Roth
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Shwan Ashrafi · Dan Roth
Xuanming Zhang · Shwan Ashrafi · Aziza Mirsaidova · Amir H. Rezaeian · Miguel Ballesteros · Lydia B. Chilton · Zhou Yu · Dan Roth
We study the reasoning behavior of large language models (LLMs) under limited computation budgets. In such settings, producing useful partial solutions quickly is often more practical than exhaustive reasoning, which incurs high inference costs. Many real-world tasks, such as trip planning, requi...