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AI agents are shockingly easy to manipulate into leaking API keys, deleting user data, and initiating unauthorized transactions across a wide range of real-world applications.
Your agent's shiny new tool could be a Trojan horse: ShieldNet spots supply-chain attacks by watching network traffic, blowing away existing defenses.
Unified multimodal models secretly contain separate inference pathways for generation and understanding, and FlashU unlocks this hidden potential for 2x speedup without retraining.
Dataset distillation gets a boost on long-tailed data with CSDM, which uses spectral distribution matching to prioritize realism in tail classes and achieves a 14% improvement over SOTA methods.