Geo-Strat-RL applies RLVR in a synthetic geological generator-verifier setup to boost VLM stratigraphic reasoning scores and shows transfer to synthetic seismic data without domain-specific training.
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2026 2verdicts
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A scoping review of physics-informed machine learning for seismic wave propagation finds applications in forward and inverse problems with often comparable accuracy at lower cost, while identifying gaps in benchmarking, training cost, and 3D/experimental validation.
citing papers explorer
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Geo-Strat-RL: Learning Geological Event Reasoning from Verifiable Tasks
Geo-Strat-RL applies RLVR in a synthetic geological generator-verifier setup to boost VLM stratigraphic reasoning scores and shows transfer to synthetic seismic data without domain-specific training.
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A Scoping Review of Physics Informed Machine Learning for Wave Propagation Modeling in Seismology
A scoping review of physics-informed machine learning for seismic wave propagation finds applications in forward and inverse problems with often comparable accuracy at lower cost, while identifying gaps in benchmarking, training cost, and 3D/experimental validation.