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Preprint Aug 2026

FIDES: A Concordance Protocol for LLM-Generated Trading Strategies

An LLM asked for a trading strategy returns three artifacts at once: a natural-language rationale, an executable implementation, and once run, a track record. Whether these are the same object is rarely checked. We present FIDES, a measurement protocol that treats them as three views to be reconciled rather than one de...

Arther Tian, Alex Ding, Simon Wu et al. · 0 citations
Preprint Aug 2026

Unified Lookup-Table Inference with Signed-Digit K/V Caches for Ternary LLMs

This work develops a unified lookup-table inference approach for ternary LLMs that stores runtime K/V states as scaled multi-plane signed digits organized around the reduction structure of attention.

Ziang Duan, Jia-Jun Wu, Ze-Tian Chen et al. · 0 citations

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