The Markov-chain extension of the most-informative Boolean function conjecture
The Markov-chain extension of the most-informative Boolean function conjecture
Let , let be obtained by passing through a binary symmetric channel with crossover probability , and let be binary with forming a Markov chain. Define binary convolution by
and let be the inverse of binary entropy. The Markov-chain extension conjecture. One has
This extension preserves the degraded-channel structure and would provide a stronger route to the original conjecture. The paper gives no proof and treats it as open.
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Primary source
Zijie Chen, Amin Gohari and Chandra Nair, “A Differential Equation Approach to the Most-Informative Boolean Function Conjecture”, arXiv:2502.10019 (2025).
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