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cs.AI2026
GeoDecider: An Evidence-Grounded Agent for Geological Interpretation via Deliberative Reasoning
Jiahao Wang, Mingyue Cheng, Yitong Zhou +6
Geological interpretation infers subsurface properties and structures from indirect geophysical observations. Well-log classification provides a measurable setting by assigning geo…
cs.AI2026
GeoMind: An Agentic Workflow for Lithology Classification with Reasoned Tool Invocation
Yitong Zhou, Mingyue Cheng, Jiahao Wang +2
Lithology classification in well logs is a fundamental geoscience data mining task that aims to infer rock types from multi dimensional geophysical sequences. Despite recent progre…
cs.AI2025
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models
Jiahao Wang, Mingyue Cheng, Qingyang Mao +5
Large language models (LLMs) have demonstrated their effectiveness in multivariate time series classification (MTSC). Effective adaptation of LLMs for MTSC necessitates informative…