Alert button
Picture for Anit Kumar Sahu

Anit Kumar Sahu

Alert button

RealFM: A Realistic Mechanism to Incentivize Data Contribution and Device Participation

Oct 20, 2023
Marco Bornstein, Amrit Singh Bedi, Anit Kumar Sahu, Furqan Khan, Furong Huang

Viaarxiv icon

Federated Representation Learning for Automatic Speech Recognition

Aug 07, 2023
Guruprasad V Ramesh, Gopinath Chennupati, Milind Rao, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo

Figure 1 for Federated Representation Learning for Automatic Speech Recognition
Figure 2 for Federated Representation Learning for Automatic Speech Recognition
Figure 3 for Federated Representation Learning for Automatic Speech Recognition
Figure 4 for Federated Representation Learning for Automatic Speech Recognition
Viaarxiv icon

Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources

Jul 05, 2023
Feiyang Kang, Hoang Anh Just, Anit Kumar Sahu, Ruoxi Jia

Figure 1 for Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources
Figure 2 for Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources
Figure 3 for Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources
Figure 4 for Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources
Viaarxiv icon

Federated Self-Learning with Weak Supervision for Speech Recognition

Jun 21, 2023
Milind Rao, Gopinath Chennupati, Gautam Tiwari, Anit Kumar Sahu, Anirudh Raju, Ariya Rastrow, Jasha Droppo

Figure 1 for Federated Self-Learning with Weak Supervision for Speech Recognition
Figure 2 for Federated Self-Learning with Weak Supervision for Speech Recognition
Figure 3 for Federated Self-Learning with Weak Supervision for Speech Recognition
Figure 4 for Federated Self-Learning with Weak Supervision for Speech Recognition
Viaarxiv icon

Learning When to Trust Which Teacher for Weakly Supervised ASR

Jun 21, 2023
Aakriti Agrawal, Milind Rao, Anit Kumar Sahu, Gopinath Chennupati, Andreas Stolcke

Figure 1 for Learning When to Trust Which Teacher for Weakly Supervised ASR
Figure 2 for Learning When to Trust Which Teacher for Weakly Supervised ASR
Figure 3 for Learning When to Trust Which Teacher for Weakly Supervised ASR
Figure 4 for Learning When to Trust Which Teacher for Weakly Supervised ASR
Viaarxiv icon

ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale

Jul 22, 2022
Gopinath Chennupati, Milind Rao, Gurpreet Chadha, Aaron Eakin, Anirudh Raju, Gautam Tiwari, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo, Andy Oberlin, Buddha Nandanoor, Prahalad Venkataramanan, Zheng Wu, Pankaj Sitpure

Figure 1 for ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale
Figure 2 for ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale
Figure 3 for ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale
Figure 4 for ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale
Viaarxiv icon

ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale

Jul 19, 2022
Gopinath Chennupati, Milind Rao, Gurpreet Chadha, Aaron Eakin, Anirudh Raju, Gautam Tiwari, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo, Andy Oberlin, Buddha Nandanoor, Prahalad Venkataramanan, Zheng Wu, Pankaj Sitpure

Figure 1 for ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale
Figure 2 for ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale
Figure 3 for ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale
Figure 4 for ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale
Viaarxiv icon

FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus

Jun 26, 2022
Amrit Singh Bedi, Chen Fan, Alec Koppel, Anit Kumar Sahu, Brian M. Sadler, Furong Huang, Dinesh Manocha

Figure 1 for FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 2 for FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 3 for FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 4 for FedBC: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Viaarxiv icon

$\texttt{FedBC}$: Calibrating Global and Local Models via Federated Learning Beyond Consensus

Jun 22, 2022
Amrit Singh Bedi, Chen Fan, Alec Koppel, Anit Kumar Sahu, Brian M. Sadler, Furong Huang, Dinesh Manocha

Figure 1 for $\texttt{FedBC}$: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 2 for $\texttt{FedBC}$: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 3 for $\texttt{FedBC}$: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Figure 4 for $\texttt{FedBC}$: Calibrating Global and Local Models via Federated Learning Beyond Consensus
Viaarxiv icon