S. Sonare

Online Confidence-Gated LSTM-DQN for Dynamic Cloud Resource Allocation

A causally consistent, confidence-gated LSTM-DQN scheduler that trains stably and safely on every seed, holds response time and SLA violations in line with standard RL and simple heuristics, and clearly outperforms a metaheuristic-augmented Q-learning baseline.