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SILK detects every instance of stream modification in functional attacks while limiting quality loss to less than 0.76 percentage points across CNNs and 0.17 perplexity in LLMs.
AdaMX slashes accuracy loss in low-bit LLM inference by 83% while keeping energy costs minimal.