#inverse-learning News & Analysis

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

2 articles

AIBullisharXiv – CS AI · 5d ago7/10

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Neuro-Inspired Inverse Learning for Planning and Control

Researchers present Inverse Learning (IL), a neuro-inspired framework for embodied AI planning that outperforms offline reinforcement learning and diffusion-based planners on D4RL benchmarks by an average of 24.2% while requiring 1-2 orders of magnitude less inference compute. The approach optimizes entire action sequences through forward models rather than step-by-step decisions, enabling faster, smoother control policies applicable to robotics and quantum gate synthesis.

AINeutralarXiv – CS AI · Mar 27/1013

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Learning to maintain safety through expert demonstrations in settings with unknown constraints: A Q-learning perspective

Researchers propose SafeQIL, a new Q-learning algorithm that learns safe policies from expert demonstrations in constrained environments where safety constraints are unknown. The approach balances maximizing task rewards while maintaining safety by learning from demonstrated trajectories that successfully complete tasks without violating hidden constraints.