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Akshaj Murhekar

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#machine learning May 2026

SYNAPSE: Neuro-Symbolic Visual Thought-to-Text Decoding via Topological Semantic Denoising

SYNAPSE (Symbolic Neural Alignment for Precise Semantic Extraction for Precise Semantic Extraction) is introduced, a lightweight neuro-symbolic framework that stabilizes neural text generation through inference-time symbolic regularization.

Akshaj Murhekar, Abhijit Mishra · arXiv.org · 0 citations