Search Results for author: Pratik Kumar

Found 5 papers, 0 papers with code

High-Frequency Tunable Grounded & Floating Incremental-Decremental Meminductor Emulator and Application

no code implementations12 May 2022 Garima Shukla, Pratik Kumar, Sajal K. Paul

This paper proposes a new design for realizing grounded and floating meminductor emulators built with two operational transconductance amplifiers (OTAs) and two second-generation current conveyors.

Vocal Bursts Intensity Prediction

Process, Bias and Temperature Scalable CMOS Analog Computing Circuits for Machine Learning

no code implementations11 May 2022 Pratik Kumar, Ankita Nandi, Shantanu Chakrabartty, Chetan Singh Thakur

Analog computing is attractive compared to digital computing due to its potential for achieving higher computational density and higher energy efficiency.

BIG-bench Machine Learning

Bias-Scalable Near-Memory CMOS Analog Processor for Machine Learning

no code implementations10 Feb 2022 Pratik Kumar, Ankita Nandi, Shantanu Chakrabartty, Chetan Singh Thakur

In this paper, we demonstrate the implementation of bias-scalable approximate analog computing circuits using the generalization of the margin-propagation principle called shape-based analog computing (S-AC).

Investigating Bias In Automatic Toxic Comment Detection: An Empirical Study

no code implementations14 Aug 2021 Ayush Kumar, Pratik Kumar

Finally, in effort to mitigate bias in toxicity detection models, a multi-task setup trained with auxiliary task of toxicity sub-types proved to be useful leading to upto 0. 26% (6% relative) gain in AUC scores.

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