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cs.LG2026
Structure-Dependent Regret and Constraint Violation Bounds for Online Convex Optimization with Time-Varying Constraints
Xiufeng Liu, Qian Chen, Zhijin Wang +1
Online convex optimization (OCO) with time-varying constraints is a critical framework for sequential decision-making in dynamic networked systems, where learners must minimize cum…
cs.LG2025
Feature-driven reinforcement learning for photovoltaic in continuous intraday trading
Arega Getaneh Abate, Xiao-Bing Zhang, Xiufeng Liu +1
Sequential intraday electricity trading allows photovoltaic (PV) operators to reduce imbalance settlement costs as forecasts improve throughout the day. Yet deployable trading poli…