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FTA-Mem: Fact-Time-Affect Anchored Memory for Low-Density Long-Term Dialogue
Long-term emotional-support agents require memory mechanisms for personalized understanding across sessions. However, emotional-support dialogue is often low-density: turns are incomplete, evidence is scattered, and user states evolve over time. Existing memory methods usually rely on fixed units, such as turn-level no...
Multi-Agent Self-Improving Reinforcement Learning for Video Reasoning
The results support frozen verification as a training signal for evidence selection, while showing that strict boundary precision remains comparatively weaker.