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Sun Yat-sen University, China
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Push-Sum decentralized learning's generalization error depends on a surprisingly simple multiplicative factor coupling problem conditioning and directed communication topology.
Coding agents are vulnerable to a new class of stealthy, automated prompt injection attacks via poisoned skills, achieving high success rates even in realistic software engineering tasks.