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Author

Daniel Mingyi Israel

UCLA

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Entropy-Guided LLM Decoding via Probabilistic Circuits

This work argues that future entropy is also essential for LLM decoding, and estimates its lower and upper bounds by computing the lower and upper bounds on a hidden Markov model (HMM), which is distilled as a surrogate of the LLM.

Zhizhen Chen, Daniel Mingyi Israel, Guy Van den Broeck et al. · 0 citations
#artificial intelligence Preprint Aug 2026

A Probabilistic Interpretation of KV Cache Eviction

This paper formalizes the problem of KV eviction and proves that it is computationally hard, and shows that this probabilistic version of KV eviction coupled with decode time correction is more robust to different tasks compared to existing eviction methods and achieves competitive performance at the same compression b...

Renato Lui Geh, Alexander K. Chen, Daniel Mingyi Israel et al. · 0 citations

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