arxiv
PublishedOctober 16, 2026 at 4:00 AM
Mind the Gap: Structure-Aware Consistency in Preference Learning
Publisher summary· verbatim
arXiv:2604.27733v3 Announce Type: replace Abstract: Aligning Large Language Models (LLMs) with human intent, whether through explicit reward modeling or direct methods such as DPO, fundamentally relies on minimizing a surrogate loss as a proxy for the true pairwise ranking objective. We prove that t
Stay posted· Newsletter
Three short emails a week: Monday, Wednesday and Friday. Top movers, new models and the most-referenced story.
Your email is used only to send The Bubble Brief. Privacy policy
Discussion
No replies yet. Be first.
Related coverage
More from ARXIV
arxivAn AI Security Agent for University ACMIS: Multi-Vector Threat Detection and Automated Response6harxivLearning Transferable Latent User Preferences for Human-Aligned Decision Making6harxivBeyond a Single Direction: Chain-of-Thought Disrupts Simple Steering of Refusal6harxivTeaching the Way, Not the Answer: Privileged Tutoring Distillation for Multimodal Policy Optimization6hThe Bubble Brief
MON · WED · FRIRead AI insights every Monday, Wednesday and Friday — top movers, new models, story of the week.
Your email is used only to send The Bubble Brief. Privacy policy
Originally published on arxiv ↗