3 papers
cs.LG2026
Cost-Aware Reinforcement Learning with Action Masking and Projection for Battery Energy Storage Dispatch under Suppressed-Spread Market Shifts
Kuanlin Chen, Chen-Wei Kuo, Cheng-En Ou
Battery energy storage system (BESS) dispatch must preserve operational feasibility while declining price spreads reduce the margin available to pay for cycling. We study a proxima…
cs.LG2026
Global Ranks Survive, Selected Heads Shift: BOS-Sink Topology under 4-bit Weight-Only Quantization
Kuanlin Chen, Chen-Wei Kuo, Cheng-En Ou
Sink-aware deployment may identify important first-token attention heads before a model is quantized, then reuse that map at the edge. We test when this shortcut is safe for 4-bit…
cs.CL2026
ARID: A Deployable Edge AI System for Structured Information Extraction from Industrial Maintenance Work Orders
Kuanlin Chen, Chen-Wei Kuo
Maintenance work orders must often be processed offline on embedded hardware, yet downstream software requires predictable structured output. We present ARID (Aviation-inspired Rou…