Suman Jana

Suman Jana

Columbia University in the City of New York

H-index: 43

North America-United States

About Suman Jana

Suman Jana, With an exceptional h-index of 43 and a recent h-index of 40 (since 2020), a distinguished researcher at Columbia University in the City of New York, specializes in the field of Computer Security, Program analysis, Machine Learning.

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

Trustllm: Trustworthiness in large language models

Symmetry-Preserving Program Representations for Learning Code Semantics

Precise Detection of Kernel Data Races with Probabilistic Lockset Analysis

FreePart: Hardening Data Processing Software via Framework-based Partitioning and Isolation

Formal verification for neural networks with general nonlinearities via branch-and-bound

Beyond accuracy: Evaluating self-consistency of code large language models with identitychain

PatchCURE: Improving Certifiable Robustness, Model Utility, and Computation Efficiency of Adversarial Patch Defenses

A branch and bound framework for stronger adversarial attacks of ReLU networks

Suman Jana Information

University

Position

Assistant Professor of Computer Science

Citations(all)

11567

Citations(since 2020)

8637

Cited By

5891

hIndex(all)

43

hIndex(since 2020)

40

i10Index(all)

66

i10Index(since 2020)

64

Email

University Profile Page

Columbia University in the City of New York

Google Scholar

View Google Scholar Profile

Suman Jana Skills & Research Interests

Computer Security

Program analysis

Machine Learning

Top articles of Suman Jana

Title

Journal

Author(s)

Publication Date

Trustllm: Trustworthiness in large language models

arXiv preprint arXiv:2401.05561

Lichao Sun

Yue Huang

Haoran Wang

Siyuan Wu

Qihui Zhang

...

2024/1/10

Symmetry-Preserving Program Representations for Learning Code Semantics

arXiv preprint arXiv:2308.03312

Kexin Pei

Weichen Li

Qirui Jin

Shuyang Liu

Scott Geng

...

2023/8/7

Precise Detection of Kernel Data Races with Probabilistic Lockset Analysis

Gabriel Ryan

Abhishek Shah

Dongdong She

Suman Jana

2023/5/21

FreePart: Hardening Data Processing Software via Framework-based Partitioning and Isolation

Ali Ahad

Gang Wang

Chung Hwan Kim

Suman Jana

Zhiqiang Lin

...

2023/3/25

Formal verification for neural networks with general nonlinearities via branch-and-bound

Zhouxing Shi

Qirui Jin

Huan Zhang

Zico Kolter

Suman Jana

...

2023

Beyond accuracy: Evaluating self-consistency of code large language models with identitychain

arXiv preprint arXiv:2310.14053

Marcus J Min

Yangruibo Ding

Luca Buratti

Saurabh Pujar

Gail Kaiser

...

2023/10/21

PatchCURE: Improving Certifiable Robustness, Model Utility, and Computation Efficiency of Adversarial Patch Defenses

arXiv preprint arXiv:2310.13076

Chong Xiang

Tong Wu

Sihui Dai

Jonathan Petit

Suman Jana

...

2023/10/19

A branch and bound framework for stronger adversarial attacks of ReLU networks

Huan Zhang

Shiqi Wang

Kaidi Xu

Yihan Wang

Suman Jana

...

2022/6/28

General cutting planes for bound-propagation-based neural network verification

Advances in Neural Information Processing Systems (NeurIPS)

Huan Zhang

Shiqi Wang

Kaidi Xu

Linyi Li

Bo Li

...

2022/8/11

Effective seed scheduling for fuzzing with graph centrality analysis

Dongdong She

Abhishek Shah

Suman Jana

2022/5/22

NeuDep: neural binary memory dependence analysis

Kexin Pei

Dongdong She

Michael Wang

Scott Geng

Zhou Xuan

...

2022/11/7

{FUGIO}: Automatic Exploit Generation for {PHP} Object Injection Vulnerabilities

Sunnyeo Park

Daejun Kim

Suman Jana

Sooel Son

2022

Mc2: Rigorous and efficient directed greybox fuzzing

Abhishek Shah

Dongdong She

Samanway Sadhu

Krish Singal

Peter Coffman

...

2022/11/7

Evaluating the robustness of trigger set-based watermarks embedded in deep neural networks

IEEE Transactions on Dependable and Secure Computing

Suyoung Lee

Wonho Song

Suman Jana

Meeyoung Cha

Sooel Son

2022/8/5

Jiyeon Lee

JMIR

Jiyeon Lee

LEE Kilho

Byunggill Joe

Yonghyeon Park

Jihun Hamm

...

2022/8

Learning approximate execution semantics from traces for binary function similarity

IEEE Transactions on Software Engineering

Kexin Pei

Zhou Xuan

Junfeng Yang

Suman Jana

Baishakhi Ray

2022/12/28

StateFormer: Fine-Grained Type Recovery from Binaries Using Generative State Modeling

Kexin Pei

Jonas Guan

Matthew Broughton

Zhongtian Chen

Songchen Yao

...

2021/8/20

{DistAI}:{Data-Driven} automated invariant learning for distributed protocols

Jianan Yao

Runzhou Tao

Ronghui Gu

Jason Nieh

Suman Jana

...

2021

{AdCube}:{WebVR} Ad Fraud and Practical Confinement of {Third-Party} Ads

Hyunjoo Lee

Jiyeon Lee

Daejun Kim

Suman Jana

Insik Shin

...

2021

{Cost-Aware} robust tree ensembles for security applications

Yizheng Chen

Shiqi Wang

Weifan Jiang

Asaf Cidon

Suman Jana

2021

See List of Professors in Suman Jana University(Columbia University in the City of New York)

Co-Authors

H-index: 134
Dan Boneh

Dan Boneh

Stanford University

H-index: 83
Angelos D. Keromytis

Angelos D. Keromytis

Georgia Institute of Technology

H-index: 76
Cho-Jui Hsieh

Cho-Jui Hsieh

University of California, Los Angeles

H-index: 64
Srikanth Krishnamurthy

Srikanth Krishnamurthy

University of California, Riverside

H-index: 52
Neal Patwari

Neal Patwari

Washington University in St. Louis

H-index: 51
Daniel Hsu

Daniel Hsu

Columbia University in the City of New York

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