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Noise-induced attacks on VQE can amplify errors by up to 8.84 times, highlighting critical vulnerabilities in quantum computing pipelines.
A stealthy backdoor attack can exploit circuit cutting in VQAs, amplifying energy output while evading detection.
SQD's robustness is challenged by hardware choices, revealing that initial layout and noise strategies can drastically impact performance before stabilizing.
LLMs struggle with MPC code repair, achieving only 22.9% functional resolution and even lower verified success rates due to stringent security requirements.
AGENTSERVESIM achieves 94% accuracy in simulating multi-turn LLM agent serving, enabling researchers to explore complex serving policies without the high costs of real-world deployments.
Forget slow scheme switching: this new method speeds up homomorphic encryption for mixed arithmetic and comparison tasks by up to 17x.
Private inference protocols are surprisingly vulnerable: malicious clients can manipulate inference results with far fewer queries than previously thought.
