Sumit Kumar Jha
Orcid: 0000-0003-0354-2940Affiliations:
- Florida International University, Miami, FL, USA
- University of Texas San Antonio, TX, USA (2020 - 2023)
- University of Central Florida, Orlando, USA (former)
- Carnegie Mellon University, Pittsburgh, PA, USA (former)
- Virginia Commonwealth University, Richmond, VA, USA (former)
According to our database1,
Sumit Kumar Jha
authored at least 128 papers
between 2005 and 2024.
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Bibliography
2024
Exploring the Predictive Capabilities of AlphaFold Using Adversarial Protein Sequences.
IEEE Trans. Artif. Intell., July, 2024
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., May, 2024
AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation through Static Analysis and Fuzz Testing.
CoRR, 2024
Towards a Game-Theoretic Understanding of Explanation-Based Membership Inference Attacks.
Proceedings of the Decision and Game Theory for Security - 15th International Conference, 2024
Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024
Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024
Proceedings of the 29th Asia and South Pacific Design Automation Conference, 2024
Proceedings of the 29th Asia and South Pacific Design Automation Conference, 2024
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
STREAM: Toward READ-Based In-Memory Computing for Streaming-Based Processing for Data-Intensive Applications.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., November, 2023
Automaton Distillation: Neuro-Symbolic Transfer Learning for Deep Reinforcement Learning.
CoRR, 2023
Neuro Symbolic Reasoning for Planning: Counterexample Guided Inductive Synthesis using Large Language Models and Satisfiability Solving.
CoRR, 2023
Neural Stochastic Differential Equations for Robust and Explainable Analysis of Electromagnetic Unintended Radiated Emissions.
CoRR, 2023
Proceedings of the IEEE Military Communications Conference, 2023
Counterexample Guided Inductive Synthesis Using Large Language Models and Satisfiability Solving.
Proceedings of the IEEE Military Communications Conference, 2023
Neural SDEs for Robust and Explainable Analysis of Electromagnetic Unintended Radiated Emissions.
Proceedings of the IEEE Military Communications Conference, 2023
Proceedings of the 41st IEEE International Conference on Computer Design, 2023
Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023
Path-Based Processing using In-Memory Systolic Arrays for Accelerating Data-Intensive Applications.
Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023
Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023
Dehallucinating Large Language Models Using Formal Methods Guided Iterative Prompting.
Proceedings of the IEEE International Conference on Assured Autonomy, 2023
Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023
Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023
Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023
2022
XMAP: Programming Memristor Crossbars for Analog Matrix-Vector Multiplication: Toward High Precision Using Representable Matrices.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022
COMPACT: Flow-Based Computing on Nanoscale Crossbars With Minimal Semiperimeter and Maximum Dimension.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022
Prog. Artif. Intell., 2022
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022
Proceedings of the IEEE 40th International Conference on Computer Design, 2022
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022
Attribution-Based Confidence Metric for Detection of Adversarial Attacks on Breast Histopathological Images.
Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022
Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022
Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022
Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022
Proceedings of the 27th Asia and South Pacific Design Automation Conference, 2022
Proceedings of the 4th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2022
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
2021
Investigation of ReRAM Variability on Flow-Based Edge Detection Computing Using HfO<sub>2</sub>-Based ReRAM Arrays.
IEEE Trans. Circuits Syst. I Regul. Pap., 2021
Special Issue: 10th International Computational Advances in Bio and Medical Sciences (ICCABS 2020).
J. Comput. Biol., 2021
CrossedWires: A Dataset of Syntactically Equivalent but Semantically Disparate Deep Learning Models.
CoRR, 2021
Proceedings of the 3rd Annual Workshop on Extreme-scale Experiment-in-the-Loop Computing, 2021
Automated Synthesis of Quantum Circuits Using Symbolic Abstractions and Decision Procedures.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2021
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021
Accelerating AI Applications using Analog In-Memory Computing: Challenges and Opportunities.
Proceedings of the GLSVLSI '21: Great Lakes Symposium on VLSI 2021, 2021
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021
2020
Design and Fabrication of Flow-Based Edge Detection Memristor Crossbar Circuits<sup>1</sup>.
IEEE Trans. Circuits Syst. II Express Briefs, 2020
Pattern Recognit. Lett., 2020
An Extension of Fano's Inequality for Characterizing Model Susceptibility to Membership Inference Attacks.
CoRR, 2020
Quantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics.
CoRR, 2020
Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2020
Proceedings of the Intelligent Data Engineering and Analytics, 2020
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020
2019
Input-Aware Flow-Based Computing on Memristor Crossbars With Applications to Edge Detection.
IEEE J. Emerg. Sel. Topics Circuits Syst., 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the Workshop on Artificial Intelligence Safety 2019 co-located with the 28th International Joint Conference on Artificial Intelligence, 2019
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019
Proceedings of the 2019 International Conference on Biometrics, 2019
2018
Free Binary Decision Diagram-Based Synthesis of Compact Crossbars for In-Memory Computing.
IEEE Trans. Circuits Syst. II Express Briefs, 2018
Proceedings of the 30th on Symposium on Parallelism in Algorithms and Architectures, 2018
Proceedings of the 14th IEEE/ACM International Symposium on Nanoscale Architectures, 2018
Predicting Success in Undergraduate Parallel Programming via Probabilistic Causality Analysis.
Proceedings of the 2018 IEEE International Parallel and Distributed Processing Symposium Workshops, 2018
Proceedings of the 36th IEEE International Conference on Computer Design, 2018
Parameter Estimation of Stochastic Biochemical Models using Multiple Hypothesis Testing.
Proceedings of the 8th IEEE International Conference on Computational Advances in Bio and Medical Sciences, 2018
Duality-Based Nested Controller Synthesis from STL Specifications for Stochastic Linear Systems.
Proceedings of the Formal Modeling and Analysis of Timed Systems, 2018
Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018
Calibration of Rule-Based Stochastic Biochemical Models using Statistical Model Checking.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018
2017
A theorem proving approach for automatically synthesizing visualizations of flow cytometry data.
BMC Bioinform., 2017
A compact 8-bit adder design using in-memory memristive computing: Towards solving the Feynman Grand Prize challenge.
Proceedings of the IEEE/ACM International Symposium on Nanoscale Architectures, 2017
Proceedings of the IEEE International Symposium on Circuits and Systems, 2017
Proceedings of the IEEE International Symposium on Circuits and Systems, 2017
In-Memory Execution of Compute Kernels Using Flow-Based Memristive Crossbar Computing.
Proceedings of the IEEE International Conference on Rebooting Computing, 2017
Calibration of stochastic biochemical models against behavioral temporal logic specifications.
Proceedings of the 7th IEEE International Conference on Computational Advances in Bio and Medical Sciences, 2017
Proceedings of the Tenth International Conference on Contemporary Computing, 2017
<i>SATYA</i> : Defending Against Adversarial Attacks Using Statistical Hypothesis Testing.
Proceedings of the Foundations and Practice of Security - 10th International Symposium, 2017
Testing autonomous cyber-physical systems using fuzzing features from convolutional neural networks: work-in-progress.
Proceedings of the Thirteenth ACM International Conference on Embedded Software 2017 Companion, 2017
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017
2016
The cardinality-constrained paths problem: Multicast data routing in heterogeneous communication networks.
Proceedings of the 15th IEEE International Symposium on Network Computing and Applications, 2016
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016
Flow-based computing on nanoscale crossbars: Design and implementation of full adders.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016
Integrating symbolic and statistical methods for testing intelligent systems: Applications to machine learning and computer vision.
Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition, 2016
2015
Automated parameter estimation for biological models using Bayesian statistical model checking.
BMC Bioinform., December, 2015
Proceedings of the Verification, Model Checking, and Abstract Interpretation, 2015
Proceedings of the 2015 IEEE/ACM International Symposium on Nanoscale Architectures, 2015
Proceedings of the 33rd IEEE International Conference on Computer Design, 2015
SANJAY: Automatically synthesizing visualizations of flow cytometry data using decision procedures.
Proceedings of the 5th IEEE International Conference on Computational Advances in Bio and Medical Sciences, 2015
2014
Parameter discovery in stochastic biological models using simulated annealing and statistical model checking.
Int. J. Bioinform. Res. Appl., 2014
Discovering rare behaviours in stochastic differential equations using decision procedures: applications to a minimal cell cycle model.
Int. J. Bioinform. Res. Appl., 2014
Parallel computing using memristive crossbar networks: Nullifying the processor-memory bottleneck.
Proceedings of the 9th International Design and Test Symposium, 2014
Putting humpty-dumpty together: Mining causal mechanistic biochemical models from big data.
Proceedings of the IEEE 4th International Conference on Computational Advances in Bio and Medical Sciences, 2014
EpiSpec: A formal specification language for parameterized agent-based models against epidemiological ground truth.
Proceedings of the IEEE 4th International Conference on Computational Advances in Bio and Medical Sciences, 2014
Parameter discovery for stochastic computational models in systems biology using Bayesian model checking.
Proceedings of the IEEE 4th International Conference on Computational Advances in Bio and Medical Sciences, 2014
2012
Signal Process. Image Commun., 2012
Synthesis of insulin pump controllers from safety specifications using Bayesian model validation.
Int. J. Bioinform. Res. Appl., 2012
Exploring behaviors of stochastic differential equation models of biological systems using change of measures.
BMC Bioinform., 2012
Parameter discovery for stochastic biological models against temporal behavioral specifications using an SPRT based Metric for simulated annealing.
Proceedings of the IEEE 2nd International Conference on Computational Advances in Bio and Medical Sciences, 2012
Decision procedure based discovery of rare behaviors in Stochastic Differential Equation models of biological systems.
Proceedings of the IEEE 2nd International Conference on Computational Advances in Bio and Medical Sciences, 2012
A computational metabolic model of the NG108-15 cell for high content drug screening with electrophysiological readout.
Proceedings of the ACM International Conference on Bioinformatics, 2012
2011
Synthesis and infeasibility analysis for stochastic models of biochemical systems using statistical model checking and abstraction refinement.
Theor. Comput. Sci., 2011
Proceedings of the IEEE 1st International Conference on Computational Advances in Bio and Medical Sciences, 2011
Proceedings of the IEEE 1st International Conference on Computational Advances in Bio and Medical Sciences, 2011
When to stop verification?: Statistical trade-off between expected loss and simulation cost.
Proceedings of the Design, Automation and Test in Europe, 2011
2010
2009
J. Bioinform. Comput. Biol., 2009
Proceedings of the Computational Methods in Systems Biology, 7th International Conference, 2009
2008
Proceedings of the Hybrid Systems: Computation and Control, 11th International Workshop, 2008
Proceedings of the Hybrid Systems: Computation and Control, 11th International Workshop, 2008
Random Relaxation Abstractions for Bounded Reachability Analysis of Linear Hybrid Automata: Distributed Randomized Abstractions in Model Checking.
Proceedings of the 11th IEEE High Assurance Systems Engineering Symposium, 2008
Proceedings of the 11th IEEE High Assurance Systems Engineering Symposium, 2008
Statistical Model Checking in BioLab: Applications to the Automated Analysis of T-Cell Receptor Signaling Pathway.
Proceedings of the Computational Methods in Systems Biology, 6th International Conference, 2008
2007
Design of a Distributed Reachability Algorithm for Analysis of Linear Hybrid Automata
CoRR, 2007
Proceedings of the Algorithms in Bioinformatics, 7th International Workshop, 2007
Proceedings of the Fifth IEEE International Conference on Software Engineering and Formal Methods (SEFM 2007), 2007
Proceedings of the Hybrid Systems: Computation and Control, 10th International Workshop, 2007
2006
Numerical Simulation guided Lazy Abstraction Refinement for Nonlinear Hybrid Automata
CoRR, 2006
Proceedings of the 45th IEEE Conference on Decision and Control, 2006
2005
Proceedings of the Hybrid Systems: Computation and Control, 8th International Workshop, 2005
Temporal Logic Model Checking.
Proceedings of the Handbook of Networked and Embedded Control Systems, 2005