Author

Swastik Bhattacharya

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#explainable ai Preprint Oct 2026

BARE-AI: Bit-Flip Attack Resilience in AI Hardware through Built-in Performance Monitors

BARE-AI, a runtime framework that detects, localizes, and mitigates BFAs during inference, and introduces AI Performance Counters, lightweight hardware monitors in the accelerator datapath that capture per-layer activation statistics such as sparsity, entropy, kurtosis, and spectral shift.

Habibur Rahaman, Swastik Bhattacharya, Sanjay Das et al. · 0 citations

#machine learning Preprint Oct 2026

Post-Training Quantization of Autoregressive Weather Models

Advancements in high-resolution numerical weather prediction (NWP) and data assimilation (DA) have shaped the developments in deep learning (DL) architectures emulating atmospheric dynamics. Emulators for weather forecasting exhibit forecast quality comparable to physics based models at forecast horizon scaling from fe...

Ananyo Bhattacharya, Swastik Bhattacharya, C. Jablonowski · 0 citations