#temporal-dynamics News & Analysis

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

2 articles

AINeutralarXiv – CS AI · 4d ago6/10

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ScheduleStream: Temporal Planning with Samplers for GPU-Accelerated Multi-Arm Task and Motion Planning & Scheduling

ScheduleStream introduces a GPU-accelerated framework for Task and Motion Planning & Scheduling (TAMPAS) that enables bimanual and humanoid robots to coordinate parallel arm movements efficiently. The system models temporal dynamics through hybrid durative actions and produces more optimized schedules than traditional TAMP algorithms that typically move one arm at a time.

AIBullisharXiv – CS AI · Mar 37/105

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CHLU: The Causal Hamiltonian Learning Unit as a Symplectic Primitive for Deep Learning

Researchers propose the Causal Hamiltonian Learning Unit (CHLU), a physics-based deep learning primitive that addresses stability issues in temporal dynamics models. The CHLU uses symplectic integration and Hamiltonian structure to maintain infinite-horizon stability while preserving information, potentially solving the memory-stability trade-off in neural networks.