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20242026
most citedHardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference

3 citations · 8 across the 15 of their papers we have counts for

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cs.CR2026

COGNIT-Guard: Calibrated Standalone Direct-Decision Guardrails with Heterogeneous CPU-NPU Confidence Cascading under Explicit Latency and False-Positive Constraints

Hao Chen

When must a foundation-model safety gateway generate tokens, and when should it directly output a calibrated decision? We study calibrated standalone direct-decision foundation mod…