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Helix: Serving large language models over heterogeneous gpus and network via max-flow

4 Pith papers cite this work. Polarity classification is still indexing.

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Feedback-Driven Execution for LLM-Based Binary Analysis

cs.CR · 2026-04-16 · unverdicted · novelty 7.0

FORGE uses a reasoning-action-observation loop and Dynamic Forest of Agents to perform scalable LLM-based binary analysis, finding 1,274 vulnerabilities across 591 of 3,457 real-world firmware binaries at 72.3% precision and broader coverage than prior methods.

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