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Leonard Twagirayezu

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#artificial intelligence Preprint Aug 2026

Reasoning-Aware Compression: Identifying and Protecting Vulnerable Reasoning Circuits for Energy-Efficient LLM Deployment

A reasoning-aware compression framework is presented that benchmarks quantization conditions across five reasoning benchmarks, GSM8K, FOLIO, MATH-500, ProofWriter, and MuSiQue, with hardware-level GPU energy measurement, and finds vulnerability is task-dependent and selective compression achieves Pareto-optimal points...

Leonard Twagirayezu, Prasenjit Mitra · 0 citations

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