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Dept. of Information and Communications Engineering
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Audio-first triage cuts VLM calls by up to 20% while improving action coverage, revolutionizing the efficiency of processing egocentric videos.
LLM-based cybersecurity agents can now autonomously adapt and improve their attack strategies, outperforming even human-designed systems.
LLMs exhibit an "Alignment Illusion," where their apparent safety collapses under pressure, with the most capable models showing the most dramatic failures.