y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#workflow-scheduling News & Analysis

3 articles tagged with #workflow-scheduling. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv – CS AI · Jun 25/10
🧠

Deft Scheduling of Dynamic Cloud Workflows with Varying Deadlines via Mixture-of-Experts

Researchers introduce DEFT, a new deep reinforcement learning architecture using a mixture-of-experts approach to optimize cloud workflow scheduling with varying deadline constraints. The system uses a graph-adaptive gating mechanism to route scheduling decisions through specialized experts, demonstrating improved performance in reducing execution costs and deadline violations compared to existing DRL baselines.

AINeutralarXiv – CS AI · Apr 146/10
🧠

Characterizing Performance-Energy Trade-offs of Large Language Models in Multi-Request Workflows

Researchers present the first systematic study of performance-energy trade-offs in multi-request LLM inference workflows, using NVIDIA A100 GPUs and vLLM/Parrot serving systems. The study identifies batch size as the most impactful optimization lever, though effectiveness varies by workload type, and reveals that workflow-aware scheduling can reduce energy consumption under power constraints.

🏢 Nvidia
AINeutralarXiv – CS AI · Mar 35/104
🧠

SimuHome: A Temporal- and Environment-Aware Benchmark for Smart Home LLM Agents

Researchers introduced SimuHome, a high-fidelity smart home simulator and benchmark with 600 episodes for testing LLM-based smart home agents. The system uses the Matter protocol standard and enables time-accelerated simulation to evaluate how AI agents handle device control, environmental monitoring, and workflow scheduling in smart homes.