Author

Arvind Panwar

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Review Open access Aug 2026

AI-based multimodal fusion of geophysical and geochemical data for subsurface characterization

Artificial intelligence (AI) increasingly supports subsurface characterization by integrating heterogeneous geophysical, geochemical, and spatial data. However, existing studies remain fragmented across disciplines and often leave unresolved questions about cross-modal physical coupling, fusion design, uncertainty prop...

H. Namazi, M. F. Sulaima, Ondrej Krejcar et al. · Environmental Earth Sciences · 0 citations

Open access Jul 2026

Adaptive test-time augmentation via KL-regularized reinforcement learning for robust visual inference.

Deep neural networks often suffer significant accuracy degradation when exposed to real-world image corruptions and distribution shifts. To overcome the limitations of fixed, input-agnostic test-time augmentation (TTA), an adaptive framework is proposed that learns per-sample transformations via reinforcement learning....

T. Mittal, A. Dubey, Dharmender Saini et al. · Scientific Reports · 0 citations