Search Results for author: Savya Khosla

Found 5 papers, 3 papers with code

Survey on Memory-Augmented Neural Networks: Cognitive Insights to AI Applications

no code implementations11 Dec 2023 Savya Khosla, Zhen Zhu, Yifei He

This paper explores Memory-Augmented Neural Networks (MANNs), delving into how they blend human-like memory processes into AI.

Retrieval

Neural Active Learning on Heteroskedastic Distributions

1 code implementation2 Nov 2022 Savya Khosla, Chew Kin Whye, Jordan T. Ash, Cyril Zhang, Kenji Kawaguchi, Alex Lamb

To this end, we demonstrate the catastrophic failure of these active learning algorithms on heteroskedastic distributions and propose a fine-tuning-based approach to mitigate these failures.

Active Learning

MuRIL: Multilingual Representations for Indian Languages

1 code implementation19 Mar 2021 Simran Khanuja, Diksha Bansal, Sarvesh Mehtani, Savya Khosla, Atreyee Dey, Balaji Gopalan, Dilip Kumar Margam, Pooja Aggarwal, Rajiv Teja Nagipogu, Shachi Dave, Shruti Gupta, Subhash Chandra Bose Gali, Vish Subramanian, Partha Talukdar

This can be explained by the fact that multilingual language models (LMs) are often trained on 100+ languages together, leading to a small representation of IN languages in their vocabulary and training data.

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