Publications
Trustworthy and Deployable Machine Learning
Stateful detection of model extraction attacks (PDF)
Soham Pal, Yash Gupta, Aditya Kanade, Shirish Shevade
ActiveThief: Model extraction using active learning and unannotated public data (PDF, Supplement)
Soham Pal, Yash Gupta, Aditya Shukla, Aditya Kanade, Shirish Shevade, Vinod Ganapathy
AAAI Conference on Artificial Intelligence (AAAI), 2020
Scalable neural learning for verifiable consistency with temporal specifications (Draft)
Sumanth Dathathri, Johannes Welbl, Krishnamurthy Dj Dvijotham, Ramana Kumar, Aditya Kanade, Jonathan Uesato, Sven Gowal, Po-Sen Huang, Pushmeet Kohli
September 2019
Machine Learning for Software Engineering
Learning and evaluating contextual embedding of source code (PDF, Supplement)
Aditya Kanade, Petros Maniatis, Gogul Balakrishnan, Kensen Shi
International Conference on Machine Learning (ICML), 2020
Neural attribution for semantic bug-localization in student programs (PDF, Supplement)
Rahul Gupta, Aditya Kanade, Shirish Shevade
Neural Information Processing Systems (NeurIPS), 2019
Neural program repair by jointly learning to localize and repair (PDF)
Marko Vasic, Aditya Kanade, Petros Maniatis, David Bieber, Rishabh Singh
International Conference on Learning Representations (ICLR), 2019
Deep reinforcement learning for syntactic error repair in student programs (PDF)
Rahul Gupta, Aditya Kanade, Shirish Shevade
AAAI Conference on Artificial Intelligence (AAAI), 2019
Greybox fuzzing as a contextual bandits problem (PDF)
Ketan Patil, Aditya Kanade
Technical report, June 2018.
Active learning for efficient testing of student programs (Extended version)
Ishan Rastogi, Aditya Kanade, Shirish Shevade
Artificial Intelligence in Education (AIED), 2018.
DeepFix: Fixing common C language errors by deep learning (PDF)
Rahul Gupta, Soham Pal, Aditya Kanade, Shirish Shevade
AAAI Conference on Artificial Intelligence (AAAI), 2017.
Semi-supervised verified feedback generation (PDF)
Shalini Kaleeswaran, Anirudh Santhiar, Aditya Kanade, Sumit Gulwani
Foundations of Software Engineering (FSE), 2016.
Mining unit tests for discovery and migration of math APIs (PDF)
Anirudh Santhiar, Omesh Pandita, Aditya Kanade
ACM Transactions on Software Engineering and Methodology (TOSEM), Volume 24(1), 2014.
MintHint: Automated synthesis of repair hints (PDF)
Shalini Kaleeswaran, Varun Tulsian, Aditya Kanade, Alessandro Orso
International Conference on Software Engineering (ICSE), 2014.
MUX: Algorithm selection for software model checkers (PDF)
Varun Tulsian, Aditya Kanade, Rahul Kumar, Akash Lal, Aditya Nori
Mining Software Repositories (MSR), 2014.
Discovering math APIs by mining unit tests (PDF)
Anirudh Santhiar, Omesh Pandita, Aditya Kanade
Fundamental Approaches to Software Engineering (FASE), 2013.
Concurrency and Distribution
Event-based concurrency: Applications, abstractions and analyses (Link)
Aditya Kanade
Invited book chapter, Advances in Computers, Volume 112, 2019
Efficient computation of happens-before relation for event-driven programs (PDF)
Pallavi Maiya, Aditya Kanade
International Symposium on Software Testing and Analysis (ISSTA), 2017.
Static deadlock detection for asynchronous C# programs (PDF)
Anirudh Santhiar, Aditya Kanade
Programming Language Design and Implementation (PLDI), 2017.
DeadWait, Practical impact, Semantics
Efficient race detection in the presence of programmatic event loops (PDF)
Anirudh Santhiar, Shalini Kaleeswaran, Aditya Kanade
International Symposium on Software Testing and Analysis (ISSTA), 2016.
Partial order reduction for event-driven multi-threaded programs (PDF)
Pallavi Maiya, Rahul Gupta, Aditya Kanade, Rupak Majumdar
Tools and Algorithms for the Construction and Analysis of Systems (TACAS), 2016.
Rely/guarantee reasoning for asynchronous programs (PDF)
Ivan Gavran, Filip Niksic, Aditya Kanade, Rupak Majumdar, Viktor Vafeiadis
Concurrency Theory (CONCUR), 2015.
Race detection for Android applications (PDF)
Pallavi Maiya, Aditya Kanade, Rupak Majumdar
Programming Language Design and Implementation (PLDI), 2014.
Program Analysis and Verification
Asynchrony-aware static analysis of Android applications (PDF)
Ashish Mishra, Aditya Kanade, Y. N. Srikant
Formal Methods and Models for System Design (MEMOCODE), 2016.
P3: Partitioned path profiling (PDF)
Mohammed Afraz, Diptikalyan Saha, Aditya Kanade
Foundations of Software Engineering (FSE), 2015.
Non-deterministic transducer models of retransmission protocols over noisy channels (PDF)
Jay Thakkar, Aditya Kanade
Information Processing Letters (IPL), Volume 115(9), 2015.
Transducer-based algorithmic verification of retransmission protocols over noisy channels (PDF)
Jay Thakkar, Aditya Kanade, Rajeev Alur
Formal Techniques for Distributed Systems (FORTE), 2013.
Static analysis for checking data format compatibility of programs (PDF)
Pranavadatta Devaki, Aditya Kanade
Foundations of Software Technology and Theoretical Computer Science (FSTTCS), 2012.
A logic for correlating temporal properties across program transformations (PDF)
Aditya Kanade, Amitabha Sanyal, Uday P. Khedker
Technical Report, September 2012.
Representation dependence testing using program inversion (PDF)
Aditya Kanade, Rajeev Alur, Sriram Rajamani, G. Ramalingam
Foundations of Software Engineering (FSE), 2010.
Generating and analyzing symbolic traces of Simulink/Stateflow models (PDF)
Aditya Kanade, Rajeev Alur, Franjo Ivančić, S. Ramesh, Sriram Sankaranarayanan, K.C. Shashidhar
Computer Aided Verification (CAV), 2009.
Validation of GCC optimizers through trace generation (PDF)
Aditya Kanade, Amitabha Sanyal, Uday P. Khedker
Software Practice and Experience (SPE), Volume 39(6), 2009.
Symbolic analysis for improving simulation coverage of Simulink/Stateflow models (PDF)
Rajeev Alur, Aditya Kanade, S. Ramesh, K.C. Shashidhar
Embedded Software (EMSOFT), 2008.
ACM SIGBED EMSOFT best paper award
Ranking automata and games for prioritized requirements (PDF)
Rajeev Alur, Aditya Kanade, Gera Weiss
Computer Aided Verification (CAV), 2008.
Structuring optimizing transformations and proving them sound (PDF)
Aditya Kanade, Amitabha Sanyal, Uday P. Khedker
Electronic Notes in Theoretical Computer Science (ENTCS), Volume 176(3), 2007.
A PVS based framework for validating compiler optimizations (PDF)
Aditya Kanade, Amitabha Sanyal, Uday P. Khedker
Software Engineering and Formal Methods (SEFM), 2006.
Heterogeneous fixed points with application to points-to analysis (PDF)
Aditya Kanade, Uday P. Khedker, Amitabha Sanyal
Asian Symposium on Programming Languages and Systems (APLAS), 2005.