Hawkeye enables exact CPU reproduction of NVIDIA Tensor Core matrix multiplications via systematic characterization of arithmetic behaviors across multiple GPU architectures and precisions.
TOPLOC: A locality sensitive hashing scheme for trustless verifiable inference
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
The paper defines Computational Token Economics and introduces the Token Economics Trilemma as a framework for trade-offs in granularity, real-time performance, and optimality, while outlining a research agenda for three challenge areas.
citing papers explorer
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Hawkeye: Reproducing GPU-Level Non-Determinism
Hawkeye enables exact CPU reproduction of NVIDIA Tensor Core matrix multiplications via systematic characterization of arithmetic behaviors across multiple GPU architectures and precisions.
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Computational Challenges in Token Economics: Bridging Economic Theory and AI System Design
The paper defines Computational Token Economics and introduces the Token Economics Trilemma as a framework for trade-offs in granularity, real-time performance, and optimality, while outlining a research agenda for three challenge areas.