no code implementations • 21 Oct 2024 • Divyanshu Aggarwal, Sankarshan Damle, Navin Goyal, Satya Lokam, Sunayana Sitaram
A common challenge towards the adaptability of Large Language Models (LLMs) is their ability to learn new languages over time without hampering the model's performance on languages in which the model is already proficient (usually English).
no code implementations • 24 Jan 2024 • Sankarshan Damle, Manisha Padala, Sujit Gujar
As these blockchains are a public resource, it may be preferable to reduce these transaction fees.
no code implementations • 25 Nov 2022 • Sankarshan Damle, Manisha Padala, Sujit Gujar
Further, funding the optimal social welfare subset of projects is desirable when every available project cannot be funded due to budget restrictions.
no code implementations • 27 Jun 2022 • Sambhav Solanki, Samhita Kanaparthy, Sankarshan Damle, Sujit Gujar
There is a rapid increase in the cooperative learning paradigm in online learning settings, i. e., federated learning (FL).
1 code implementation • 6 Sep 2021 • Samhita Kanaparthy, Manisha Padala, Sankarshan Damle, Ravi Kiran Sarvadevabhatla, Sujit Gujar
F3 adopts multiple heuristics to improve fairness across different demographic groups without requiring data homogeneity assumption.
1 code implementation • 23 Aug 2021 • Manisha Padala, Sankarshan Damle, Sujit Gujar
Deep learning's unprecedented success raises several ethical concerns ranging from biased predictions to data privacy.