Information Bottleneck

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2026-09-24

vishalvermalabs.com

artificial-intelligence

Sinkhorn Alignments: Information Bottleneck Bounds on Span-Level Latent Reasoning

A new paper establishes information-theoretic bounds on span-level latent reasoning, framing the Span-level Pause-of-Thought (SPOT) framework as an entropic optimal transport problem between distribut…

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SPOT 1 LOTUS 1 Reasoning Completion Point 1 Sinkhorn optimal transport 1 Frozen-Head Decoding Constraint 1

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artificial intelligence 1 large language models 1 ai research 1 machine learning 1 natural language processing 1