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Compactness of induced Gaussian quantum Markov semigroups is equivalent to drift stability and unique invariant state, unlocking exact norm formulas and generator spectra.
FP4 RL for MoE LLMs can now match BF16 rollout quality with 5.4x speedup by directly aligning train-rollout quantization.
SpecGuard is introduced, an inference-time backdoor detector that repurposes speculative decoding at zero added model-computation cost and doubles as a free, always-on signal for detecting backdoored LLM behavior.
