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cs.LG2026
Canopy: Exploiting Piecewise Smooth Tree Priors for Multi-Fidelity Bandits
Michael Jerge, Suman Jana
Many LLM inference problems, including model routing, prefix-cache management, prompt trimming, and test-time search, can be viewed as optimization over a tree. This structure aris…
cs.LG2026
NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning
Michael Jerge, David Evans
This paper presents NoisyCoconut, a novel inference-time method that enhances large language model (LLM) reliability by manipulating internal representations. Unlike fine-tuning me…