Abhishek Singh

Abhishek Singh

Massachusetts Institute of Technology

H-index: 13

North America-United States

About Abhishek Singh

Abhishek Singh, With an exceptional h-index of 13 and a recent h-index of 13 (since 2020), a distinguished researcher at Massachusetts Institute of Technology, specializes in the field of neural networks, distributed systems, privacy, complex systems, open endedness.

His recent articles reflect a diverse array of research interests and contributions to the field:

Posthoc privacy guarantees for collaborative inference with modified Propose-Test-Release

DecentNeRFs: Decentralized Neural Radiance Fields from Crowdsourced Images

CoDream: Exchanging dreams instead of models for federated aggregation with heterogeneous models

Co-Dream: Collaborative data synthesis with decentralized models

Adaptive Split Learning

Federated benchmarking of medical artificial intelligence with MedPerf

Systems and methods for auto machine learning and neural architecture search

Scalable Collaborative Learning via Representation Sharing

Abhishek Singh Information

University

Position

___

Citations(all)

1250

Citations(since 2020)

1248

Cited By

189

hIndex(all)

13

hIndex(since 2020)

13

i10Index(all)

17

i10Index(since 2020)

16

Email

University Profile Page

Massachusetts Institute of Technology

Google Scholar

View Google Scholar Profile

Abhishek Singh Skills & Research Interests

neural networks

distributed systems

privacy

complex systems

open endedness

Top articles of Abhishek Singh

Title

Journal

Author(s)

Publication Date

Posthoc privacy guarantees for collaborative inference with modified Propose-Test-Release

Advances in Neural Information Processing Systems

Abhishek Singh

Praneeth Vepakomma

Vivek Sharma

Ramesh Raskar

2024/2/13

DecentNeRFs: Decentralized Neural Radiance Fields from Crowdsourced Images

arXiv preprint arXiv:2403.13199

Zaid Tasneem

Akshat Dave

Abhishek Singh

Kushagra Tiwary

Praneeth Vepakomma

...

2024/3/19

CoDream: Exchanging dreams instead of models for federated aggregation with heterogeneous models

arXiv preprint arXiv:2402.15968

Abhishek Singh

Gauri Gupta

Ritvik Kapila

Yichuan Shi

Alex Dang

...

2024/2/25

Co-Dream: Collaborative data synthesis with decentralized models

Abhishek Singh

Gauri Gupta

Charles Lu

Yogesh Koirala

Sheshank Shankar

...

2023/7/17

Adaptive Split Learning

Ayush Chopra

Surya Kant Sahu

Abhishek Singh

Abhinav Java

Praneeth Vepakomma

...

2023/7/2

Federated benchmarking of medical artificial intelligence with MedPerf

Nature Machine Intelligence

Alexandros Karargyris

Renato Umeton

Micah J Sheller

Alejandro Aristizabal

Johnu George

...

2023/7

Systems and methods for auto machine learning and neural architecture search

2023/4/18

Scalable Collaborative Learning via Representation Sharing

arXiv preprint arXiv:2211.10943

Frédéric Berdoz

Abhishek Singh

Martin Jaggi

Ramesh Raskar

2022/11/20

Methods and apparatus for reducing leakage in distributed deep learning

2022/10/25

Decouple-and-sample: Protecting sensitive information in task agnostic data release

Abhishek Singh

Ethan Garza

Ayush Chopra

Praneeth Vepakomma

Vivek Sharma

...

2022/10/23

Learning to Censor by Noisy Sampling

Ayush Chopra

Abhinav Java

Abhishek Singh

Vivek Sharma

Ramesh Raskar

2022/10/23

Posthoc Privacy guarantees for neural network queries

Abhishek Singh

Praneeth Vepakomma

Vivek Sharma

Ramesh Raskar

2022/9/29

Distributed and Private Computation for Inference

Abhishek Singh

2021

Paper card-based vs application-based vaccine credentials: a comparison

arXiv preprint arXiv:2102.04512

Aryan Mahindra

Anshuman Sharma

Priyanshi Katiyar

Rohan Sukumaran

Ishaan Singh

...

2021/2/8

Automatic calibration of time of flight based non-line-of-sight reconstruction

arXiv preprint arXiv:2105.10603

Subhash Chandra Sadhu

Abhishek Singh

Tomohiro Maeda

Tristan Swedish

Ryan Kim

...

2021/5/21

NoPeek-Infer: Preventing face reconstruction attacks in distributed inference after on-premise training

Praneeth Vepakomma

Abhishek Singh

Emily Zhang

Otkrist Gupta

Ramesh Raskar

2021/12/15

Spatial K-anonymity: A Privacy-preserving Method for COVID-19 Related Geospatial Technologies

arXiv preprint arXiv:2101.02556

Rohan Iyer

Regina Rex

Kevin P McPherson

Darshan Gandhi

Aryan Mahindra

...

2021/1/4

Neural architecture construction using envelopenets for image recognition

2021/1/26

Can Self Reported Symptoms Predict Daily COVID-19 Cases?

arXiv preprint arXiv:2105.08321

Parth Patwa

Viswanatha Reddy

Rohan Sukumaran

Sethuraman Tv

Eptehal Nashnoush

...

2021/5/18

AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning

arXiv preprint arXiv:2112.01637

Ayush Chopra

Surya Kant Sahu

Abhishek Singh

Abhinav Java

Praneeth Vepakomma

...

2021/12/2

See List of Professors in Abhishek Singh University(Massachusetts Institute of Technology)

Co-Authors

H-index: 104
Ramesh Raskar

Ramesh Raskar

Massachusetts Institute of Technology

H-index: 50
Martin Jaggi

Martin Jaggi

École Polytechnique Fédérale de Lausanne

H-index: 40
Hadi Esmaeilzadeh

Hadi Esmaeilzadeh

University of California, San Diego

H-index: 33
Charlotta Lindvall

Charlotta Lindvall

Harvard University

H-index: 22
Otkrist Gupta

Otkrist Gupta

Massachusetts Institute of Technology

H-index: 22
Esma S. Gel

Esma S. Gel

Arizona State University

academic-engine