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A nested hypernetwork generates task-specific action experts on-the-fly, enabling efficient VLA skill consolidation without parameter interference.
AgentSnare can absorb nearly 47% of an attacker's tool calls while ensuring that no real targets are compromised, showcasing a new frontier in adaptive cybersecurity defenses.
Confidence in reasoning models can be dramatically improved by strategically leveraging position-aware signals, leading to better performance in challenging tasks.