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#serverless-computing News & Analysis

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

3 articles
AIBullisharXiv – CS AI · Mar 26/1015
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Green or Fast? Learning to Balance Cold Starts and Idle Carbon in Serverless Computing

Researchers developed LACE-RL, a deep reinforcement learning framework that optimizes serverless computing by balancing cold-start latency and carbon emissions. The system dynamically adjusts keep-alive durations based on real-time carbon intensity and workload patterns, achieving 51.69% fewer cold starts and 77.08% lower idle carbon emissions compared to static policies.

AIBullisharXiv – CS AI · Feb 276/106
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RLHFless: Serverless Computing for Efficient RLHF

Researchers introduce RLHFless, a serverless computing framework for Reinforcement Learning from Human Feedback (RLHF) that addresses resource inefficiencies in training large language models. The system achieves up to 1.35x speedup and 44.8% cost reduction compared to existing solutions by dynamically adapting to resource demands and optimizing workload distribution.