BOReFT is introduced, which learns a compact, low-dimensional space of hidden-state interventions in a frozen language model, and uses this space as the search domain for Bayesian optimization with an external scoring function, and provides a principled new bridge between discrete proposal spaces of LLM-based search an...
Dhruv Agarwal, Rico Angell, Kavitha Srinivas et al.· 0 citations
ReasonMaxxer, a minimal RL-free method that applies contrastive loss only at entropy-gated decision points, matches or exceeds full RL performance while requiring only tens of problems and minutes of single-GPU training, a reduction in training cost of roughly three orders of magnitude.
Ömer Faruk Akgül, Rajgopal Kannan, Willie Neiswanger et al.· arXiv.org· 3 citations· ⚡1
To the knowledge, RELIABLE-BA is the first multi-engine binding affinity prediction framework to combine evidential fusion with context-dependent reliability, offering a principled path toward trustworthy AI-guided drug discovery.
Yongchan Hong, Defu Cao, Wenjin Liu et al.· Proceedings of the 32nd ACM...· 0 citations
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