X. Fu

DrillBench: A Sequential Decision-Making Benchmark for Drilling Operations with Cross-Stage Agent Feedback

Abstract Drilling operations require engineers to make sequential, safety-critical decisions under partial observability, physical constraints, and noisy sensor data, yet most existing machine learning approaches treat drilling intelligence as isolated prediction tasks and fail to capture the multi-stage reasoning proc...