Munawar Hasan
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The paper proposes Hermes Seal, a zk-SNARK framework that enables autonomous vehicles to generate cryptographic proofs of their internal computations and perceptions without revealing sensitive proprietary data, thereby ensuring privacy-preserving and verifiable communication in V2V/V2I networks.
The paper introduces and evaluates bounded behavioral indistinguishability, showing that while LoRA distillation improves semantic similarity, it does not guarantee that the student model is behaviorally indistinguishable from the teacher model.
Papers
Bounded Behavioral Indistinguishability for Black-Box LLM Distillation
The paper introduces and evaluates bounded behavioral indistinguishability, showing that while LoRA distillation improves semantic similarity, it does not guarantee that the student model is behaviora…