2026 Suman Jana: Computer Science Researcher – H-Index, Publications & Awards

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Computer Science	42	8210	7976	3522	3388	91	11031

Overview

Suman Jana is affiliated with Columbia University in the United States and specializes in the field of Computer Science. Their research broadly covers several subfields including Artificial Intelligence, Information Systems, Signal Processing, Software, and Control and Systems Engineering.

Their work engages with a variety of topics, including:

Advanced Malware Detection Techniques
Adversarial Robustness in Machine Learning
Software Engineering Research
Software Testing and Debugging Techniques
Lightning and Electromagnetic Phenomena
Advanced Neural Network Applications
Anomaly Detection Techniques and Applications

Suman Jana has contributed to numerous publications across notable venues. The most frequent publication venues include:

arXiv (Cornell University)
SSRN Electronic Journal
2022 IEEE Symposium on Security and Privacy (SP)
IEEE Transactions on Software Engineering
IEEE Open Journal of the Computer Society

Selected recent papers authored or co-authored by Suman Jana include:

"Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers" (2020), arXiv (Cornell University)
"TrustLLM: Trustworthiness in Large Language Models" (2024), arXiv (Cornell University)
"Effective Seed Scheduling for Fuzzing with Graph Centrality Analysis" (2022), 2022 IEEE Symposium on Security and Privacy (SP)
"Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity" (2020), arXiv (Cornell University)
"Learning Approximate Execution Semantics From Traces for Binary Function Similarity" (2022), IEEE Transactions on Software Engineering

The scientist frequently collaborates with several co-authors including:

Dongdong She
Shiqi Wang
Baishakhi Ray
Cho-Jui Hsieh
Junfeng Yang

Best Publications

DeepTest: automated testing of deep-neural-network-driven autonomous cars

Yuchi Tian;Kexin Pei;Suman Jana;Baishakhi Ray

1449
Citations
DeepXplore: Automated Whitebox Testing of Deep Learning Systems

Kexin Pei;Yinzhi Cao;Junfeng Yang;Suman Jana

1270
Citations
On Fast and Accurate Detection of Unauthorized Wireless Access Points Using Clock Skews

S. Jana;S.K. Kasera

773
Citations
Certified Robustness to Adversarial Examples with Differential Privacy

Mathias Lecuyer;Vaggelis Atlidakis;Roxana Geambasu;Daniel Hsu

770
Citations
The most dangerous code in the world: validating SSL certificates in non-browser software

Martin Georgiev;Subodh Iyengar;Suman Jana;Rishita Anubhai

646
Citations
On the effectiveness of secret key extraction from wireless signal strength in real environments

Suman Jana;Sriram Nandha Premnath;Mike Clark;Sneha K. Kasera

625
Citations
High-Rate Uncorrelated Bit Extraction for Shared Secret Key Generation from Channel Measurements

N. Patwari;J. Croft;S. Jana;S.K. Kasera

502
Citations
Secret Key Extraction from Wireless Signal Strength in Real Environments

S. N. Premnath;S. Jana;J. Croft;P. L. Gowda

357
Citations
Formal Security Analysis of Neural Networks using Symbolic Intervals

Shiqi Wang;Kexin Pei;Justin Whitehouse;Junfeng Yang

325
Citations
Efficient Formal Safety Analysis of Neural Networks

Shiqi Wang;Kexin Pei;Justin Whitehouse;Junfeng Yang

284
Citations
Using Frankencerts for Automated Adversarial Testing of Certificate Validation in SSL/TLS Implementations

Chad Brubaker;Suman Jana;Baishakhi Ray;Sarfraz Khurshid

237
Citations
Memento: Learning Secrets from Process Footprints

S. Jana;V. Shmatikov

220
Citations
NEUZZ: Efficient Fuzzing with Neural Program Smoothing

Dongdong She;Kexin Pei;Dave Epstein;Junfeng Yang

203
Citations
A Scanner Darkly: Protecting User Privacy from Perceptual Applications

S. Jana;A. Narayanan;V. Shmatikov

186
Citations
SlowFuzz: Automated Domain-Independent Detection of Algorithmic Complexity Vulnerabilities

Theofilos Petsios;Jason Zhao;Angelos D. Keromytis;Suman Jana

182
Citations
TrustLLM: Trustworthiness in Large Language Models

Unknown

179
Citations
Password managers: attacks and defenses

David Silver;Suman Jana;Dan Boneh;Eric Chen

154
Citations
DeepXplore: automated whitebox testing of deep learning systems

Kexin Pei;Yinzhi Cao;Junfeng Yang;Suman Jana

134
Citations
NEZHA: Efficient Domain-Independent Differential Testing

Theofilos Petsios;Adrian Tang;Salvatore Stolfo;Angelos D. Keromytis

130
Citations
Breaking and Fixing Origin-Based Access Control in Hybrid Web/Mobile Application Frameworks.

Martin Georgiev;Suman Jana;Vitaly Shmatikov

127
Citations
Enabling fine-grained permissions for augmented reality applications with recognizers

Suman Jana;David Molnar;Alexander Moshchuk;Alan Dunn

114
Citations
MoonShine: Optimizing OS Fuzzer Seed Selection with Trace Distillation.

Shankara Pailoor;Andrew Aday;Suman Jana

85
Citations
HYDRA: Pruning adversarially robust neural networks

Vikash Sehwag;Shiqi Wang;Prateek Mittal;Suman Jana

53
Citations

Frequent Co-Authors

Junfeng Yang Columbia University

Baishakhi Ray Columbia University

Vitaly Shmatikov Cornell University

Sneha Kumar Kasera University of Utah

Daniel Hsu Columbia University

Angelos D. Keromytis Georgia Institute of Technology

Prateek Mittal Princeton University

Neal Patwari Washington University in St. Louis

Eyal Ofek Microsoft (United States)

David Molnar Microsoft (United States)

External Links

Personal website of Suman Jana

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