Siddharth Garg
Orcid: 0000-0002-6158-9512
According to our database1,
Siddharth Garg
authored at least 206 papers
between 2004 and 2025.
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Bibliography
2025
Uncertainty-Aware Deep Neural Representations for Visual Analysis of Vector Field Data.
IEEE Trans. Vis. Comput. Graph., January, 2025
2024
IEEE Trans. Artif. Intell., June, 2024
ACM Trans. Design Autom. Electr. Syst., May, 2024
IEEE Trans. Multim., 2024
Trans. Mach. Learn. Res., 2024
IEEE Trans. Dependable Secur. Comput., 2024
ASCENT: Amplifying Power Side-Channel Resilience via Learning & Monte-Carlo Tree Search.
CoRR, 2024
CoRR, 2024
NYU CTF Dataset: A Scalable Open-Source Benchmark Dataset for Evaluating LLMs in Offensive Security.
CoRR, 2024
Model Cascading for Code: Reducing Inference Costs with Model Cascading for LLM Based Code Generation.
CoRR, 2024
CoRR, 2024
CoRR, 2024
Proceedings of the 25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2024
Proceedings of the 25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2024
Rome was Not Built in a Single Step: Hierarchical Prompting for LLM-based Chip Design.
Proceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD, 2024
Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024
Proceedings of the 2024 International Conference on Parallel Architectures and Compilation Techniques, 2024
2023
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., February, 2023
Fairness via In-Processing in the Over-parameterized Regime: A Cautionary Tale with MinDiff Loss.
Trans. Mach. Learn. Res., 2023
Differential Analysis of Triggers and Benign Features for Black-Box DNN Backdoor Detection.
IEEE Trans. Inf. Forensics Secur., 2023
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023
Are Emily and Greg Still More Employable than Lakisha and Jamal? Investigating Algorithmic Hiring Bias in the Era of ChatGPT.
CoRR, 2023
INVICTUS: Optimizing Boolean Logic Circuit Synthesis via Synergistic Learning and Search.
CoRR, 2023
Proceedings of the Companion Proceedings of the ACM Web Conference 2023, 2023
Lost at C: A User Study on the Security Implications of Large Language Model Code Assistants.
Proceedings of the 32nd USENIX Security Symposium, 2023
Proceedings of the Uncertainty in Artificial Intelligence, 2023
Exploiting Connections between Lipschitz Structures for Certifiably Robust Deep Equilibrium Models.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the 5th ACM/IEEE Workshop on Machine Learning for CAD, 2023
Proceedings of the 5th ACM/IEEE Workshop on Machine Learning for CAD, 2023
Proceedings of the IEEE International Conference on Robotics and Automation, 2023
Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023
Proceedings of the IEEE International Conference on Communications, 2023
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023
ALMOST: Adversarial Learning to Mitigate Oracle-less ML Attacks via Synthesis Tuning.
Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023
Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis, 2023
Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023
2022
IEEE Trans. Intell. Transp. Syst., 2022
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022
IEEE Open J. Commun. Soc., 2022
CoRR, 2022
CoRR, 2022
A Feature-Based On-Line Detector to Remove Adversarial-Backdoors by Iterative Demarcation.
IEEE Access, 2022
Proceedings of the 5th IEEE International Conference on Multimedia Information Processing and Retrieval, 2022
Proceedings of the International Conference on Machine Learning, 2022
Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022
Proceedings of the 35th IEEE Computer Security Foundations Symposium, 2022
Behavioral Synthesis for Hardware Security, 2022
2021
IEEE Trans. Very Large Scale Integr. Syst., 2021
Bias Busters: Robustifying DL-Based Lithographic Hotspot Detectors Against Backdooring Attacks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021
Training Data Poisoning in ML-CAD: Backdooring DL-Based Lithographic Hotspot Detectors.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021
IEEE J. Sel. Areas Inf. Theory, 2021
Frontiers Artif. Intell., 2021
CoRR, 2021
CoRR, 2021
OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis.
CoRR, 2021
CAAI Trans. Intell. Technol., 2021
Proceedings of the 22nd IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the IEEE Intelligent Vehicles Symposium, 2021
Proceedings of the IEEE International Symposium on Information Theory, 2021
Proceedings of the 38th International Conference on Machine Learning, 2021
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021
Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021
Fortifying RTL Locking Against Oracle-Less (Untrusted Foundry) and Oracle-Guided Attacks.
Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021
Proceedings of the AISec@CCS 2021: Proceedings of the 14th ACM Workshop on Artificial Intelligence and Security, 2021
Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021
2020
Adversarial Perturbation Attacks on ML-based CAD: A Case Study on CNN-based Lithographic Hotspot Detection.
ACM Trans. Design Autom. Electr. Syst., 2020
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020
IEEE Embed. Syst. Lett., 2020
Enabling Timing Error Resilience for Low-Power Systolic-Array Based Deep Learning Accelerators.
IEEE Des. Test, 2020
CoRR, 2020
CoRR, 2020
Proceedings of the 38th IEEE VLSI Test Symposium, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Model-Switching: Dealing with Fluctuating Workloads in Machine-Learning-as-a-Service Systems.
Proceedings of the 12th USENIX Workshop on Hot Topics in Cloud Computing, 2020
Proceedings of the IEEE European Test Symposium, 2020
Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020
Poisoning the (Data) Well in ML-Based CAD: A Case Study of Hiding Lithographic Hotspots.
Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020
2019
CompAct: On-chip <underline>Com</underline>pression of <underline>Act</underline>ivations for Low Power Systolic Array Based CNN Acceleration.
ACM Trans. Embed. Comput. Syst., 2019
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019
ACM J. Emerg. Technol. Comput. Syst., 2019
IEEE Des. Test, 2019
Are Adversarial Perturbations a Showstopper for ML-Based CAD? A Case Study on CNN-Based Lithographic Hotspot Detection.
CoRR, 2019
Proceedings of the IEEE International Symposium on Information Theory, 2019
Adaptive Adversarial Videos on Roadside Billboards: Dynamically Modifying Trajectories of Autonomous Vehicles.
Proceedings of the 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2019
TrojanZero: Switching Activity-Aware Design of Undetectable Hardware Trojans with Zero Power and Area Footprint.
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019
Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities.
Proceedings of the 56th Annual Design Automation Conference 2019, 2019
2018
IEEE Embed. Syst. Lett., 2018
CoRR, 2018
ThUnderVolt: Enabling Aggressive Voltage Underscaling and Timing Error Resilience for Energy Efficient Deep Neural Network Accelerators.
CoRR, 2018
Chapter Five - Dynamic Power Management for Dark Silicon Multicore Processors<sup>☆</sup>.
Adv. Comput., 2018
Analyzing and mitigating the impact of permanent faults on a systolic array based neural network accelerator.
Proceedings of the 36th IEEE VLSI Test Symposium, 2018
Proceedings of the 36th IEEE VLSI Test Symposium, 2018
Proceedings of the Research in Attacks, Intrusions, and Defenses, 2018
Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018
Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018
FATE: fast and accurate timing error prediction framework for low power DNN accelerator design.
Proceedings of the International Conference on Computer-Aided Design, 2018
Thundervolt: enabling aggressive voltage underscaling and timing error resilience for energy efficient deep learning accelerators.
Proceedings of the 55th Annual Design Automation Conference, 2018
Proceedings of the 55th Annual Design Automation Conference, 2018
Proceedings of the 56th Annual Allerton Conference on Communication, 2018
2017
Thread Progress Equalization: Dynamically Adaptive Power-Constrained Performance Optimization of Multi-Threaded Applications.
IEEE Trans. Computers, 2017
IEEE Des. Test, 2017
CoRR, 2017
CoRR, 2017
Logic Locking for Secure Outsourced Chip Fabrication: A New Attack and Provably Secure Defense Mechanism.
CoRR, 2017
CoRR, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Rethinking split manufacturing: An information-theoretic approach with secure layout techniques.
Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017
Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017
Proceedings of the 2017 IEEE/ACM International Conference on Computer-Aided Design, 2017
Proceedings of the on Great Lakes Symposium on VLSI 2017, 2017
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017
An information theoretic framework for active de-anonymization in social networks based on group memberships.
Proceedings of the 55th Annual Allerton Conference on Communication, 2017
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017
2016
Learning-Based Power/Performance Optimization for Many-Core Systems With Extended-Range Voltage/Frequency Scaling.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2016
Games Econ. Behav., 2016
IEEE Des. Test, 2016
Thread Progress Equalization: Dynamically Adaptive Power and Performance Optimization of Multi-threaded Applications.
CoRR, 2016
Non-Deterministic Timers for Hardware Trojan Activation (or How a Little Randomness Can Go the Wrong Way).
Proceedings of the 10th USENIX Workshop on Offensive Technologies, 2016
Proceedings of the 37th IEEE Sarnoff Symposium 2016, Newark, NJ, USA, 2016
Threshold-Dependent Camouflaged Cells to Secure Circuits Against Reverse Engineering Attacks.
Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2016
Proceedings of the 34th IEEE International Conference on Computer Design, 2016
Proceedings of the 2016 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, 2016
Proceedings of the 53rd Annual Design Automation Conference, 2016
2015
Analysis of energy- and SoC-neutral contracts for frequency regulation with energy storage.
Proceedings of the 2015 IEEE International Conference on Smart Grid Communications, 2015
Proceedings of the 9th International Symposium on Networks-on-Chip, 2015
Integrated Circuit (IC) Decamouflaging: Reverse Engineering Camouflaged ICs within Minutes.
Proceedings of the 22nd Annual Network and Distributed System Security Symposium, 2015
Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2015
Proceedings of the Sixth International Green and Sustainable Computing Conference, 2015
Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition, 2015
2014
Statistical Peak Temperature Prediction and Thermal Yield Improvement for 3D Chip Multiprocessors.
ACM Trans. Design Autom. Electr. Syst., 2014
Proceedings of the 2014 IEEE International Conference on Smart Grid Communications, 2014
Proceedings of the IEEE/ACM International Conference on Computer-Aided Design, 2014
The EDA Challenges in the Dark Silicon Era: Temperature, Reliability, and Variability Perspectives.
Proceedings of the 51st Annual Design Automation Conference 2014, 2014
Proceedings of the 2014 International Conference on Hardware/Software Codesign and System Synthesis, 2014
Job arrival rate aware scheduling for asymmetric multi-core servers in the dark silicon era.
Proceedings of the 2014 International Conference on Hardware/Software Codesign and System Synthesis, 2014
2013
Mitigating the Impact of Process Variation on the Performance of 3-D Integrated Circuits.
IEEE Trans. Very Large Scale Integr. Syst., 2013
Found. Trends Electron. Des. Autom., 2013
A Hybrid Amplitude/Time Encoding Scheme for Enhancing Coding Efficiency and Dynamic Range in Digitally Modulated Power Amplifiers.
IEEE J. Emerg. Sel. Topics Circuits Syst., 2013
Tagged probabilistic simulation based error probability estimation for better-than-worst case circuit design.
Proceedings of the 21st IEEE/IFIP International Conference on VLSI and System-on-Chip, 2013
Securing Computer Hardware Using 3D Integrated Circuit (IC) Technology and Split Manufacturing for Obfuscation.
Proceedings of the 22th USENIX Security Symposium, Washington, DC, USA, August 14-16, 2013, 2013
Vertically-addressed test structures (VATS) for 3D IC variability and stress measurements.
Proceedings of the International Symposium on Quality Electronic Design, 2013
Impact of manufacturing process variations on performance and thermal characteristics of 3D ICs: Emerging challenges and new solutions.
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013
Cherry-picking: exploiting process variations in dark-silicon homogeneous chip multi-processors.
Proceedings of the Design, Automation and Test in Europe, 2013
Low cost permanent fault detection using ultra-reduced instruction set co-processors.
Proceedings of the Design, Automation and Test in Europe, 2013
HaDeS: architectural synthesis for <u>h</u>eterogeneous <u>d</u>ark <u>s</u>ilicon chip multi-processors.
Proceedings of the 50th Annual Design Automation Conference 2013, 2013
Learning the optimal operating point for many-core systems with extended range voltage/frequency scaling.
Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis, 2013
Proceedings of the 51st Annual Allerton Conference on Communication, 2013
2012
IEEE Trans. Very Large Scale Integr. Syst., 2012
System-Level Leakage Variability Mitigation for MPSoC Platforms Using Body-Bias Islands.
IEEE Trans. Very Large Scale Integr. Syst., 2012
On the Impact of Manufacturing Process Variations on the Lifetime of Sensor Networks.
ACM Trans. Embed. Comput. Syst., 2012
Technology-driven limits on runtime power management algorithms for multiprocessor systems-on-chip.
ACM J. Emerg. Technol. Comput. Syst., 2012
Analysis and evaluation of greedy thread swapping based dynamic power management for MPSoC platforms.
Proceedings of the Thirteenth International Symposium on Quality Electronic Design, 2012
EmPower: FPGA based rapid prototyping of dynamic power management algorithms for multi-processor systems on chip.
Proceedings of the 22nd International Conference on Field Programmable Logic and Applications (FPL), 2012
EmPower: FPGA based emulation of dynamic power management algorithms for multi-core systems on chip (abstract only).
Proceedings of the ACM/SIGDA 20th International Symposium on Field Programmable Gate Arrays, 2012
Proceedings of the 49th Annual Design Automation Conference 2012, 2012
2011
SIGMETRICS Perform. Evaluation Rev., 2011
Special session 4A: New topics parametric yield and reliability of 3D integrated circuits: New challenges and solutions.
Proceedings of the 29th IEEE VLSI Test Symposium, 2011
Statistical thermal evaluation and mitigation techniques for 3D Chip-Multiprocessors in the presence of process variations.
Proceedings of the Design, Automation and Test in Europe, 2011
2010
Custom feedback control: enabling truly scalable on-chip power management for MPSoCs.
Proceedings of the 2010 International Symposium on Low Power Electronics and Design, 2010
Process variation aware performance modeling and dynamic power management for multi-core systems.
Proceedings of the 2010 International Conference on Computer-Aided Design, 2010
2009
3D-GCP: An analytical model for the impact of process variations on the critical path delay distribution of 3D ICs.
Proceedings of the 10th International Symposium on Quality of Electronic Design (ISQED 2009), 2009
Proceedings of the Design, Automation and Test in Europe, 2009
Technology-driven limits on DVFS controllability of multiple voltage-frequency island designs: a system-level perspective.
Proceedings of the 46th Design Automation Conference, 2009
2008
System-level throughput analysis for process variation aware multiple voltage-frequency island designs.
ACM Trans. Design Autom. Electr. Syst., 2008
Process-Driven Variability Analysis of Single and Multiple Voltage-Frequency Island Latency-Constrained Systems.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2008
Proceedings of the International Conference on Image Processing, 2008
Proceedings of the 6th International Conference on Hardware/Software Codesign and System Synthesis, 2008
2007
Interactive presentation: System-level process variation driven throughput analysis for single and multiple voltage-frequency island designs.
Proceedings of the 2007 Design, Automation and Test in Europe Conference and Exposition, 2007
2006
System-level process-driven variability analysis for single and multiple voltage-frequency island systems.
Proceedings of the 2006 International Conference on Computer-Aided Design, 2006
2004
Proceedings of the 22nd IEEE International Conference on Computer Design: VLSI in Computers & Processors (ICCD 2004), 2004