KP
Karthik Pattabiraman
cs.CRcs.LGcs.ROcs.AIcs.CVcs.DCcs.SEcs.SYeess.SYstat.ML
On Valency
published · living versionsW_sxbcxvka·v1 · currentpublished
A Low-cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks
with Florian Geissler, Syed Qutub, Michael Paulitsch
1 version
W_umhndz9x·v1published
Preprints & journals
28 papers in the corpus · 2020–2026ASGARD: Action-Space Guard for UAV Resilience via Reinforcement Learning2609.20982v1 · Mohsen Salehi, Karthik Pattabiraman2026 · 0 citationsarXiv
Function Name Is All You Need to Detect Blockchain Application Attacks2609.12315v1 · Rui Xi, Zehua Wang, Karthik Pattabiraman2026 · 0 citationsarXiv
A Systematic Methodology for Evaluating Failure Independence in LLM-Generated Code2607.02808v1 · Rodrigo Pato Nogueira, Karthik Pattabiraman, Marco Vieira et al.2026 · 0 citationsarXiv
Chameleon: Recovering Cyber-Physical Systems from Memory Corruption Attacks via ML Surrogates2607.01356v2 · Mohsen Salehi, Karthik Pattabiraman2026 · 0 citationsarXiv
Framework for Discovering GPS Spoofing Attacks in Drone Swarms2606.00904v1 · Yingao Elaine Yao, Pritam Dash, Karthik Pattabiraman2026 · 0 citationsarXiv
SAMD: A Tool for Identifying False Data Injection Scenarios in AI/ML-enabled Medical Devices2605.29210v1 · Mohammadreza Hallajiyan, Xueren Ge, Athish Pranav Dharmalingam et al.2026 · 0 citationsarXiv
ROAST: Risk-aware Outlier-exposure for Adversarial Selective Training of Anomaly Detectors Against Evasion Attacks2603.26093v3 · Mohammed Elnawawy, Gargi Mitra, Shahrear Iqbal et al.2026 · 0 citationsarXiv
AIReSim: A Discrete Event Simulator for Large-scale AI Cluster Reliability Modeling2603.07041v3 · Karthik Pattabiraman, Mihir Patel, Fred Lin2026 · 0 citationsarXiv
RVDebloater: Mode-based Adaptive Firmware Debloating for Robotic Vehicles2602.00270v1 · Mohsen Salehi, Karthik Pattabiraman2026 · 0 citationsarXiv
ARMOR: Robust Reinforcement Learning-based Control for UAVs under Physical Attacks2506.22423v2 · Pritam Dash, Ethan Chan, Nathan P. Lawrence et al.2025 · 0 citationsarXiv
Systems-Theoretic and Data-Driven Security Analysis in ML-enabled Medical Devices2506.15028v1 · Gargi Mitra, Mohammadreza Hallajiyan, Inji Kim et al.2025 · 3 citationsarXiv
Learning from the Good Ones: Risk Profiling-Based Defenses Against Evasion Attacks on DNNs2505.06477v1 · Mohammed Elnawawy, Gargi Mitra, Shahrear Iqbal et al.2025 · 1 citationarXiv
Anonymity Unveiled: A Practical Framework for Auditing Data Use in Deep Learning Models2409.06280v3 · Zitao Chen, Karthik Pattabiraman2024 · 1 citationarXiv
SpecGuard: Specification Aware Recovery for Robotic Autonomous Vehicles from Physical Attacks2408.15200v1 · Pritam Dash, Ethan Chan, Karthik Pattabiraman2024 · 11 citationsarXiv
AutoPatch: Automated Generation of Hotpatches for Real-Time Embedded Devices2408.15372v1 · Mohsen Salehi, Karthik Pattabiraman2024 · 8 citationsarXiv
A Method to Facilitate Membership Inference Attacks in Deep Learning Models2407.01919v1 · Zitao Chen, Karthik Pattabiraman2024 · 5 citationsarXiv
Global Clipper: Enhancing Safety and Reliability of Transformer-based Object Detection Models2406.03229v4 · Qutub Syed Sha, Michael Paulitsch, Karthik Pattabiraman et al.2024 · 0 citationsarXiv
Systematically Assessing the Security Risks of AI/ML-enabled Connected Healthcare Systems2401.17136v2 · Mohammed Elnawawy, Mohammadreza Hallajiyan, Gargi Mitra et al.2024 · 13 citationsarXiv
Error Propagation Analysis for Multithreaded Programs: An Empirical Approach2312.16791v1 · Stefan Winter, Abraham Chan, Habib Saissi et al.2023 · 7 citationsarXiv
A Low-cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks2310.20349v1 · Florian Geissler, Syed Qutub, Michael Paulitsch et al.2023 · 8 citationsIn: Guiochet, J., Tonetta, S., Bitsch, F. (eds) Computer Safety, Reliability, and Security. SAFECOMP 2023. Lecture Notes in Computer Science, vol 14181. Springer, Chamon Valency
Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction2307.01610v1 · Zitao Chen, Karthik Pattabiraman2023 · 26 citationsarXiv
Diagnosis-guided Attack Recovery for Securing Robotic Vehicles from Sensor Deception Attacks2209.04554v5 · Pritam Dash, Guanpeng Li, Mehdi Karimibiuki et al.2022 · 6 citations2024 ACM Asia Conference on Computer and Communications Security (ASIA CCS '24). Association for Computing Machinery, New York, NY, USA, 915-929
Characterizing and Improving the Resilience of Accelerators in Autonomous Robots2110.08906v1 · Deval Shah, Zi Yu Xue, Karthik Pattabiraman et al.2021 · 1 citationarXiv
Towards a Safety Case for Hardware Fault Tolerance in Convolutional Neural Networks Using Activation Range Supervision2108.07019v1 · Florian Geissler, Syed Qutub, Sayanta Roychowdhury et al.2021 · 10 citationsProceedings of the Workshop on Artificial Intelligence Safety 2021
Jujutsu: A Two-stage Defense against Adversarial Patch Attacks on Deep Neural Networks2108.05075v4 · Zitao Chen, Pritam Dash, Karthik Pattabiraman2021 · 25 citationsarXiv
ReLUSyn: Synthesizing Stealthy Attacks for Deep Neural Network Based Cyber-Physical Systems2105.10393v1 · Aarti Kashyap, Syed Mubashir Iqbal, Karthik Pattabiraman et al.2021 · 1 citationarXiv
TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications2004.01743v1 · Zitao Chen, Niranjhana Narayanan, Bo Fang et al.2020 · 93 citationsarXiv
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction2003.13874v4 · Zitao Chen, Guanpeng Li, Karthik Pattabiraman2020 · 113 citationsarXivon Valency
Career total: 261 works. 28 are in this corpus.
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