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cs.DC2026
Next-Generation Agentic Reinforcement Learning Systems Enable Self-Evolving Agents
Ran Yan, Wei Fu, Jiale Li +21
LLM agents are rapidly being deployed in production, including coding assistants, customer-support chatbots, and scientific research assistants, yet they remain fundamentally stati…
cs.DC2025
Parallax: Runtime Parallelization for Operator Fallbacks in Heterogeneous Edge Systems
Chong Tang, Hao Dai, Jagmohan Chauhan
The growing demand for real-time DNN applications on edge devices necessitates faster inference of increasingly complex models. Although many devices include specialized accelerato…