Search Results for author: Srinath Srinivasan

Found 2 papers, 2 papers with code

Extracting Usable Predictions from Quantized Networks through Uncertainty Quantification for OOD Detection

1 code implementation2 Mar 2024 Rishi Singhal, Srinath Srinivasan

Identifying which parts of the data a given network is misclassifying has become as valuable as the network's overall performance.

Quantization Uncertainty Quantification

The Cost of Compression: Investigating the Impact of Compression on Parametric Knowledge in Language Models

1 code implementation1 Dec 2023 Satya Sai Srinath Namburi, Makesh Sreedhar, Srinath Srinivasan, Frederic Sala

Two standard compression techniques are pruning and quantization, with the former eliminating redundant connections in model layers and the latter representing model parameters with fewer bits.

Decoder Quantization

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