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From small to large language models: Revisiting the feder- alist papers.arXiv preprint arXiv:2503.01869,

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2025 1

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Differentiable Filtering for Learning Hidden Markov Models

cs.LG · 2025-11-13 · unverdicted · novelty 6.0

Belief Net learns HMM parameters by implementing the forward filter as a decoder-only neural network whose weights are the logits of the initial, transition, and emission distributions, trained end-to-end with autoregressive loss.

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  • Differentiable Filtering for Learning Hidden Markov Models cs.LG · 2025-11-13 · unverdicted · none · ref 8

    Belief Net learns HMM parameters by implementing the forward filter as a decoder-only neural network whose weights are the logits of the initial, transition, and emission distributions, trained end-to-end with autoregressive loss.