Search Results for author: Manisha Padala

Found 5 papers, 2 papers with code

Designing Redistribution Mechanisms for Reducing Transaction Fees in Blockchains

no code implementations24 Jan 2024 Sankarshan Damle, Manisha Padala, Sujit Gujar

As these blockchains are a public resource, it may be preferable to reduce these transaction fees.

Combinatorial Civic Crowdfunding with Budgeted Agents: Welfare Optimality at Equilibrium and Optimal Deviation

no code implementations25 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.

F3: Fair and Federated Face Attribute Classification with Heterogeneous Data

1 code implementation6 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.

Attribute Classification +2

Federated Learning Meets Fairness and Differential Privacy

1 code implementation23 Aug 2021 Manisha Padala, Sankarshan Damle, Sujit Gujar

Deep learning's unprecedented success raises several ethical concerns ranging from biased predictions to data privacy.

Fairness Federated Learning

Effect of Input Noise Dimension in GANs

no code implementations15 Apr 2020 Manisha Padala, Debojit Das, Sujit Gujar

We aim to quantitatively and qualitatively study the effect of the dimension of the input noise on the performance of GANs.

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