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Shriyank Somvanshi

Texas State University

TX

United States

SCHOLARLY PAPERS

7

DOWNLOADS

1,827

TOTAL CITATIONS

3

Scholarly Papers (7)

1.

Quantum Computing in Transportation Engineering: A Survey

IEEE Transactions on Intelligent Transportation Systems, 0[10.1109/TITS.2026.3662626]
Number of pages: 25 Posted: 24 Feb 2025 Last Revised: 17 Feb 2026
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University, Texas State University and Texas State University
Downloads 584 (119,474)
Citation 1

Abstract:

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Quantum programming languages, Quantum algorithms, Transportation engineering Quantum Computing, Transportation Engineering

2.

Bridging the Black Box: A Survey on Mechanistic Interpretability in AI

ACM Computing Surveys, volume 58, issue 8, 2026[10.1145/3787104]
Number of pages: 34 Posted: 24 Jul 2025 Last Revised: 08 Feb 2026
Texas State University, Texas State University, affiliation not provided to SSRN, Texas State University, Texas State University, San Marcos, Texas State University, San Marcos, Texas State University, San Marcos, University of Ha'il, Texas State University and Texas State University
Downloads 504 (143,702)

Abstract:

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Deep learning theory, Model interpretability, Causal reasoning and analysis, Unsupervised learning Circuit level understanding, Mechanistic Insights, Reverse Engineering,

3.

Gen-AI for Transportation Planning

Shriyank Somvanshi, Swastika Barua, Jinli Liu, and Subasish Das, Ph.D.. 2024. Gen-AI for Transportation Planning. J. ACM 37, 4 (December 2024), 13 pages
Number of pages: 13 Posted: 31 Jan 2025
Shriyank Somvanshi, Swastika Barua, Jinli Liu and Subasish Das
Texas State University, Texas State University, Texas State University, San Marcos and Texas State University
Downloads 266 (287,269)

Abstract:

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Deep learning theory, Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), AI ethics, Synthetic data generation, Urban planning

4.

Realism and Causality in Synthetic Data Generation: A Survey

Number of pages: 39 Posted: 31 Oct 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University, Texas State University and Texas State University
Downloads 226 (348,255)
Citation 1

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Synthetic Data Generation, Realistic Artificial Data, Generative Models, Privacy-Preserving Machine Learning, Benchmarking and Evaluation Frameworks

5.

Gen-AI for TSMO Knowledge Management

Shriyank Somvanshi, Jinli Liu, and Subasish Das, Ph.D.. 2024. Gen-AI for TSMO Knowledge Management. J. ACM 37, 4 (December 2024), 23 pages.
Number of pages: 23 Posted: 31 Jan 2025
Shriyank Somvanshi, Jinli Liu and Subasish Das
Texas State University, Texas State University, San Marcos and Texas State University
Downloads 153 (488,442)

Abstract:

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Generative AI (Gen-AI), Artificial intelligence, • Software and its engineering → Real-time systems software Generative Artificial Intelligence, Transportation Systems Management and Operations

6.

A Survey on Automated Vehicles in Low Visibility and Infrastructure-Limited Roadway Settings

Number of pages: 12 Posted: 12 Aug 2025
Texas State University, Texas State University, San Marcos, Texas State University, San Marcos, affiliation not provided to SSRN and Texas State University
Downloads 94 (720,278)
Citation 1

Abstract:

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Automated Vehicles, Computer Vision

7.

Not Just Another Survey on Physics-Informed Neural Networks (PINNs): Foundations, Advances, and Open Problems

Posted: 29 Aug 2025
Texas State University, Texas State University, San Marcos, Texas State University, San Marcos, Texas State University, Texas State University, Texas State University, San Marcos, Texas State University, San Marcos, Texas State University and Texas State University

Abstract:

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Physics-Informed Neural Networks, Neural Networks, AI