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#task-solving

World Model Self-Distillation: Training World Models to Solve General Tasks

Hugging Face Daily Papers ↗ · 2026-06-10 Cached

A scalable framework combines self-distillation and reinforcement learning to transfer task-solving abilities from vision-language models to video diffusion models without requiring labeled task-video data.

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#task-solving

AdMem: Advanced Memory for Task-solving Agents

arXiv cs.AI ↗ · 2026-06-08 Cached

This paper introduces AdMem, a unified memory framework for LLM-based agents that integrates semantic, episodic, and procedural memory with a bi-level short-term and long-term store, using a multi-agent architecture for automatic memory generation and adaptive retrieval. Experiments show improved robustness and success on long multi-turn tasks.

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