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cs.LG2026
Operator-Aware Mixed-Precision Tolerance Calibration for Tensor Kernels
Dipankar Sarkar
Most tensor-kernel correctness tests go through a fixed-shape all close-style check with hand-picked absolute and relative tolerances. The thresholds are copied across the corpus a…
cs.LG2023
Viz: A QLoRA-based Copyright Marketplace for Legally Compliant Generative AI
Dipankar Sarkar
This paper aims to introduce and analyze the Viz system in a comprehensive way, a novel system architecture that integrates Quantized Low-Rank Adapters (QLoRA) to fine-tune large l…