#procedural-learning News & Analysis

2 articles tagged with #procedural-learning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 237/10

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P-JEPA: Procedural Video Representation Learning via Joint Embedding Predictive Architecture

Researchers propose P-JEPA, a new video representation learning architecture that processes procedural videos over 30 minutes long by reducing complexity through dense action prediction. The method achieves state-of-the-art results on multiple benchmarks while using significantly fewer parameters than LLM-based approaches and enabling real-time inference.

AINeutralarXiv – CS AI · Jun 126/10

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Teach-and-Repeat: Accurately Extracting Operational Knowledge from Mobile Screen Demonstrations to Empower GUI Agents

Researchers introduce Teach VLM, a vision-language model that extracts operational knowledge from mobile screen demonstrations to create interpretable instructions for GUI automation agents. The system uses a novel Teach-and-Repeat paradigm where extracted task procedures guide downstream execution agents, achieving state-of-the-art performance in operation semantics prediction and improving task success rates in Android environments.