Department of Computer Science & Engineering Indian Institute of Technology Madras, Chennai, India.

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Nambiar Avinash Sharma Avishek Bhattacharjee Babar Sadbhavana Manohar Barath Ashok Baskaran S Bedanta Kumar Beethika Tripathi Bhabya Deep Rai Bhabya Deep Rai Bhargavi Sriram Bhaskar Banerjee Biranchi Narayan Bhramar Ray Bodduna Rahul Boppena Nagaraju Brintha V P Bulakh Abhinay Nitin Butukuri Vijaya Simha Reddy Chandrasekar Subramanian Chigullapally Sriharsha Chongala .S.R.Swamy Saranam Dalwadi Aditya Yogeshbhai Deepak Maurya Deepak Mittal Dennis Antony Varkey Depen Morwani Devi G Dhanunjaya Varma D Dileep Kumar Pattipati Dip Narayan Gupta Dipayan Sen Dipra Bhagat Diptanshu Kakwani Divi Tiru Sai Gopala Pavana Phaneendra Divya Rathore Divyanshu Kakwani Ebenezer Rajadurai T Elisha Parhi G Mahesh G S Santhosh Raghul Gargi Mitra Gaurav Singhal Gautham Muthravichandran Gauthaman K V Girish Balakrishnan Girraj Pahariya Gnaneswara Rao J Hemalatha M Hemant Kumar Himanshi Jain Himanshu Gupta Himanshu Kushwaha Indrani Roy Indranil Paul Ingale Kranti Bhimrao Ishaan Taneja Ishika Gupta Jaiswal Ramdhani Saish Chiranjiv Jangamreddy Nikhil Kumar Jassim Rafeek Jayanta Sharma Jayesh Arvind Vaidya Joe Augustine Jom Kuriakose Joseph Hosanna Raj I. Joshi Salil Rajeev Jyostna Devi Bodapati Jyothi Krishna V S Jyothis V. Kakadiya Ashutosh Dilipbhai Kambhammettu Sri Satya Sudhanva Kambhammettu Sri Satya Sudhanva Kanika Gupta Karri Venkata Satya Dileep Karthik Karra Karthik Pandia D S Karthik Thiagarajan Kartik Kartik Joshi Kasaraneni Ramya Kaushal Santosh Bhogale Kaushik V V Kavin Kumar T Keerthi K. Keshav Ranjan Keshav Tiwari Kitty Varghese Kondapalli Jayavardhan Krishnakumar Gnanambikai Lakshmi Mandal Lakshmi Narayan Pandey Limaye Girija Deepak Lintu Liz Thomas Lodagala V S V Durga Prasad Madhan Raj Kanagarathinam Madhan Raj Kanagarathinam Madhura Pande Manas Jyoti Kashyop Manoj Bharadwaj Manoj Kumar Lenka Mari Ganesh Kumar M Mayank Jagdishbhai Jobanputra Methani Nitesh Sureshlal Muhammad Arsath K F Nada Abdul Majeed Pulath Naga Venkata Saikumar Nagashri K Nagender V S S Najeem M S Nandini Mundra Nauman Abdul Razzak Dawalatabad Neha Dubey Dubey Neha Pradip Kuntewar Nency Bansal Nibedita Behera Nikhilesh Kumar Singh Nikita Moghe Niranjan Mujumdar Nisha K K Nishank Garg Nishtala Siddharth Nithia V Nitin Kumar Dhiman Nizamudheen Ahmed O R N Koushik Kiran Kumar Oikantik Nath Om Prakash Omkar Dilip Dhawal P Girinath Padala Srikant Pallavi Borkar Pappu Kumar Parsodkar Adwait Pramod Patel Vismay Arvindbhai Pavan Ravishankar Pavan Vithal Torvi Pawandeep Singh Phanindra Palagummi Phule Tushar Jaywant Pooja Kumari Prabhu T Prakhar Krishna Kumar Pranjal Agadh Chitale Pranshu Malviya Prasanna P Praseetha M Prash Goel Prashanth.B Prasoon Mishra Praveen Srinivasa Varadhan Praveen Srinivasa Varadhan Preksha Nema Pritha Ganguly Prithaj Banerjee Priyatosh Mishra Priyesh V R Janani Radhakrishna Rahul Biswas Rahul Kulkarni Rahul Vashisht Rajan Kumar Soni Rajeev Irny Rajendra Kumar Dangwal Rajendra Singh Panwar Rajesh Pandian M Rakesh Patil Rathod Nihar Bipinchandra Ravisekhar R Reetwik Das Rekha Raj C T Returaj Burnwal Richa Verma Ritwik Badola Ritwiz Kamal Riya Verma S. Gopinath Sagar Bisoyi Sahil Sai Deepak Bejawada Sai Venkata Krishnan V Saikat Dutta Sakshi Choudhary Saltanat Firdous Allaqband Sambit Kumar Samik Banerjee Sampriti Roy Sandeep Narayanan Sandip Saha Sangameshwar Suryakant Patil Sangeetha Santhini K A Saptakatha Adak Sarath Kumar Kandalam Sarathi K Sareena K P Sathya Narayanan N Satish Vemi Reddy Saurabh Baghel Saurabh Kumar Jain Saurav Chakraborty Sayantan Ray Sephali Behera Sharan Srinivas Jagathrakshakan Shashank Shekhar Shashank Shekhar Dubey Shashank Shrivastava Shashidhar G Shashin Halalingaiah Shatendra Singh Sheera Shamsu Shikha Singh Shivangi Shreya Shouvick Mondal Siddhartha Arora Sidharth Aggarwal Simran Kumari Solarica Palit Somesh Singh Somesh Singh Sonam Gupta Soumen Pachal Srashti Kaurav Srinivasa Desikan K E Stephen L Subhadra Nanda Subham Das Subhashree S Sudarsun Santhiappan Sudha S Sudhakar M Sudhanshu Srivastava Sugandha Tiwari Sugyani Mahapatra Suman Banerjee Sumanth Doddapaneni Sumathi S Suresh Kumar Sutanay Bhattacharjee Swarnava Ray Syedghouse N T Anand Tahir Javed Tarun Kumar Utsav Dey Vakada Naveen Vasuki Nadapana Veera Venkata Narayana Dogiparthy Verma Rahul Mastram Vernekar Raghavendra Nagaraj Vijayaragunathan Vikash Kumar Vikram Singh Vimala S Vinay Kumar Verma Vinod G Vipin N S Vishal S Vishwajit Kumar Vishnu Yadav Mahesh Lorik Yajnesh Prasad Mohanty Yamini Shankar Yash Hareshkumar Madhani Yeruru Asrar Ahmed A Anunaya A Bhanu Teja Aadyot Bhardwaj Aakarsh Darla Aarav Giri Aashish Choudhary Aasritha Yadav C Abdul Hameed Abhirup Majumder Abhishek Bamniya Abhishek Koushal Abhishek Mahajan Abinash Chaudhary Abul Kalam Azad Shaik Adepu Vaishnavi Adharsh V Aditya C R Aditya Jain Aditya Kumar Aditya Pravin Palwe Aditya Srivastava Aditya Verma Adityakumar Rajendra Yadav Akhil Gupta Akshat Gupta Akshat Soni Akshay M Potey Alan D Andoor Alik Sarkar Aman Agarwal Amar Kumar Sharma Amboth Venkatesh Amit Kumar Anant Prakash Verma Aniket Keshri Anirudh S Ankit Famyial Ankit Raj Anmol Panda Ansh Meshram Anshuman Jindal Anshuman Singh Mamar Anukul Parajuli Anwaay Badwaik Arcot Renusree Arjun Vikas Ramesh Arnav Goel Arnhav Abhijit Datar Arun Kumar Arun R Bhat Aryan Bampal Ashik Paul Eldo Ashish Ratnawat Athish Pranav D Atyam Lakshmi Nikhitha Ayman Akhter Ayon Ghosh Ayush Kumar Yadav Ayushman Bhatt Balvant Kurveti Banoth Meghana Banoth Sahithi Banothu Niharika Bapan Mandal Bargale Shreyas Chinmaya Basavala Abhishek Praizy Battala Chaturya Battu Navya Sree Battu Sushanth Sri Chandra Bhalodi Yash Bhoge Aman Bipin Somanadhan Borkar Akash Vasant Chahel Singh Chanda Moumitha Chandaluru Hema Venkata Raadhes Chandra Dutta Mamidi Chandra Kanth D Chenchala Sangeetha Chindu Mohan Chinmay Anil Pranjale Chittabattula Sai Srikar Koushik Daksh Sehra Dasari Himakar Sai Debasmita Mandal Debendra Kumar Pal Dev Tushar Mehta Dharmasoth Sushanth Dhruv Hemant Aggarwal Dinesh Kumar S Dinesh Naik Katravath Dipanshu Kumar Dixit Soham Vijay Doddam Reddy Sasi Kumar Reddy Drone Dangwal Dulla Sarath Vamsi Dushyant Singh Enna Sai Teja Enukollu Naveen Koushik Reddy Falgun Dnyanendra Meshram Gaikoti Vignesh Gandikota Sai Pradhyumna Ganesh T Ganipa Chaitanya Sai Teja Gaurav Kanwat Gedela Sunil Kumar Ghanta Devi Sumanth Godala Sthitha Pragna Gokulakrishnan R Golla Sai Harshith Gopalapuram Venkatesh Gowrav Kosuri Goyani Jash Rajeshbhai Grishma Uday Karekar Gugulothu Nuthan Naik Guntreddi Rushi Babu Guntupalli Asish Sai Gurrala Abhishek Gurugubelli Aditya Bharadwaj Hari Hara Naveen S Harish Satnami Harsh Gupta Harsh Vardhan Daga Hindanjali Harwanshi Hithysh Lakshmi Kanth Hrudai Koda Iniyaa V Isha Nayar Jadda Jaswanth Kumar Jai Kishan Dewangan Janapati Varshita Devi Joel Raj Kukkamalla Juhi Arvindbhai Zanje Jupaka Varun Teja K V Vikram Kadiyam Veera Phani Sai Teja Kakunuri Shashank Reddy Kalipindi Prem Sagar Kambhampati Gireesh Kammara Guru Sai Kiran Kanakamedala Vibhav Chowdary Karan Agrawal Karthik K Katikela Puneeth Kumar Katta Phalgun Katte Pranjal Nandkumar Kattupalli Bloomy Kilaparthi Vishnu Vardhan Kiran Jagdish Vasave Kishore Kumar E Kisulva Amarlal Vignesh Kosireddy Sampath Kumar Kothamaddi Venkata Pramodh Kumar Kothapalli Sathvik Joel Krish Johnson Krishna Prasath D Kritang Kothari Kumar Kshitiz Singh Kumaresan T M Kuna Sharath Kumar Kushagra Jain Kushal Verma L Akhil Siddhartha Rahul Lakshya Rani P Limdiwala Dhaval Jayeshkumar Lokesh Talamala Mahandeep Parida Mailavaram Partha Sarathi Reddy Makkena Sriram Malireddi Sri Sai Shanmukh Raj Malladi Tejasvi Mallukuntla Bhanu Ranjan Reddy Mamidibathula Hari Rahul Karthik Manas Milind Deshpande Mandalapu Jwala Likhitha Reddy Mandipalli Lohith Reddy Manglesh Patidar Maninder Singh Dhaliwal Manoj Gangadhar Dongare Manupadu Gopi Chand Mayakuntla Jhaya Lavannyah Mayank Mahajan Mayush Kumar Md. Isfarul Haque Meesala Anudeep Megavath Jaya Nandini Mehul Bose Melam Laxmi Sri Charan Meruva Anantha Lakshmi Mohammed Abdul Muqeeth Mohammed Umair Pandit Monish Madhusudanan Mood Uday Chowhan Moore Vamsi Krishna Reddy Muchala Sri Charith Mukkoti Pramod Kumar Mukul Sharma Mukunthan Sivakumar Mummidi Venkateswara Rao Muskan Jeph Muthavarapu Harshitha Muthu Muniyandi Dhamodharan Nalin Manish Chourasia Nallagatla Rohith Kumar Reddy Narumolla Siddhartha Naveen Kumar Reddy B Neel Vinodkumar Rayal Neeraj Bandhey Neethu Chowdary Inukurthi Nemali Venkateswara Reddy Nenavath Varalakshmi Nichenametla Jaya Vishnavi Nidhay Eedala Reddy Nidhi Mukeshbhai Vaghela Nikhil Narula Nirav Parmar Nishchal Mehra Nishchith Shadagopan M N Nishok R P Niveath A Omkar Prakash Mande Oruganti Tejonivas P Sharath Chandra Reddy Pachikura Pothuraju Pankaj Kumar Pankaj Ramesh Badgujar Pankilkumar Girishkumar Patel Parag Vijay Mahajan Parthiv Arvindbhai Gondaliya Patel Senay Hemantbhai Patha Yedukondalu Pathlavath Heera Teja Naik Patibandla Akshitha Patnana Yeswanth Narayana Paturi Navaneeth Chowdary Pavitra Khare Pawar Rishikesh Dilip Podupuganti Srikanth Polisetty Karthikeya Pradeep Peter Murmu Pranav Pranav Bheemavarapu Pranita Vasudeva Rao Pranjal Kshirsagar Prateek Pandey Pratik Vinod Kadlak Prince Garg Pritam De Priyanshu Sharma Pulikallu Yashwanth Sai R Naveen Prakash R Nivetha Raghav Gupta Rahul Bijarniya Raju Guguloth Rakesh Sah Ramavath Krishna Vamsi Ramkumar R Rangu Sravya Rathod Vamshi Krishna Ravi Banothu Ravindra Narayan Bidwe Ravirala Sreevasthav Ravish Kumar Rayapati Yeshaswini Chowdary Reddivari Sohith Sai Reddy Riddhi Agarwal Rishabh Singh Gaharwar Ritisha Priya Rohan Bagati Rohan Dasharath Kadam Rohit V Roshan Manimaran Rupak Paul Rupesh Biyani Rushikesh Peddabeera S Bharath Kumar Sabyasachi Sarkar Sagar Biswas Sagar Raju Shet Sai Harshitha Burugu Sai Kumar Reddy Baddala Sai Rajesh Karapa Sakthi Vignesh R Samatham Veera Kota Srimayi Sambhav Jain Samudrala Anjali Sanadi Praveen Sandeep Singh Sanjit Kumar Nayak Sankar Vinayak E P Sankhavara Prasann Sanjaybhai Santhi Raj Kumar Seelam Saran V Balachandar Sariyam Naga Deepthi Saurabh Kumar Sahu Sayan Das Seelaboyina Hema Lakshmi Senkula Surya Gopala Chandra Shaik Imthiyash Shaik Mustaq Ahamed Shankar Balajee S Shanker Lal Sharma Shaun Mathew Shiv Pratap Gaur Shreesha G Bhat Shreyanshu Gurjar Shreyas Dineshbhai Rathod Shruthi Kannappan Shubhodeep Chanda Siddharth Sanjay Vartha Siraj Momin P Sirigineedi Dhanush Tata Phani Srikar Sneh Vishnubhai Patel Snehadeep Gayen Somasi Venkata Viswajit Sribhashyam Ashish Srikakolapu Naga Soma Satya Bhagavan Sriram Gugulothu Subramanian Segaran Suhail Shivaram Sumit Gajendra Bawane Sunkara Sri Sai Pavan Kumar Surendar M Swati Hansda Swmdwn Basumatary Tallada Veera Bhadra Naga Sai Krishna Tanmay Pramod Garde Tarun Ghutey Tejashree Kale Tejavath Yashwanth Tharun Dyanish S Thiruvarul P Tirth Rajeshkumar Vamja Ujjayan Pal Ujjwal Singh V A Kumar Thanavarapu Vaishampayan Mihir Rohit Vaishnavi Rajesh Valeti Yaswanth Sai Vardhman Anand Uikey Varthiya Tarundeep Vasu Bhatt Vedang Ajay Pote Vempati Narasimha Sai Vikas Kumar Saini Vikash Kumar Ojha Vinamr Goel Vinit Yadav Vipin S Vishal S Vishnu Kundhan Boga Vishnu Vinod Yandapalli Hima Binduna Yarlagadda Bhargav Ganesh Yash Bhatia Yashvardhan Toshniwal Yuvraj Singh Area : All   Reinforcement Learning   Kernel Methods   Artifical Neural Networks   Deep Learning   Robot Learning   Natural Language Processing   Planning   Knowledge Representation   Memory Based Reasoning   Memory Models   Speech Synthesis and Recognition   Music Information Retrieval   Music Processing   Kernel Methods   Content based Information Retrieval   Handwritten Character Recognition   Visualization and Perception   Computer Graphics   Multi-camera Vision Systems   Human Detection and Tracking   Image Reconstruction   Soft Computing   Digital Video Processing   Memory System Design   Network-on-chip architectures   Cache Design in Multicore   Software Aspects   Design Automation   Digital VLSI   Formal Design Verification   Wireless Networks   Wireless Sensor Networks   Network Traffic Analysis and Modeling   Performance Evaluation   Optical Networks   Adhoc Wireless Networks   Program Analysis   Parallelization   Code Optimization   Fault Localization   Auto Parallelization & High Performance Compilers   Compilers   Programming Languages   Verification   Cloud Computing   Distributed Operating Systems   Concurrency Control   Load Balancing   Anonymous Remote Computation and Communication   Object Oriented Programming   Structural Graph Theory   Approximation Algorithms   Computational Geometry   Distributed Algorithms   Graph Algorithms   Online Algorithms   Parameterized Algorithms   Smooth Analysis of Algorithms   Algebra and Computation   Circuit Complexity Theory   Algebraic Complexity Theory   Structural Complexity Theory   Communication Complexity   Pseudorandomness   Boolean Function Analysis   Parameterized Complexity Theory   Inapproximability   Secure Multiparty Computation   Secret Sharing Schemes   Cryptography Protocols   Network Security   Indexing Semi-structured Data   Database Management Systems   Data Warehousing   Associative Rule Mining   Text Summarization Systems   Ontologies   Semantic Web   Concurrent Programming & Data Structures   Cluster Computing   Hardware Parallelization   Numerical Methods and Approximate Computing   Implementations on GPUs   Cyber Physical Systems   Language Extensions   Runtime   Cortical Development and Plasticity, Dynamics   Mouse Brain Architecture   Graph Mining   Text Mining   Trajectory Mining   Sequence Mining   Social Network Analysis   Systems Biology   Bioinformatics   Hardware Security   Operating System Security   Side-channel Analysis   Network System Security   Structural Graph Theory   Enumerative Combinatorics   Combinatorial Optimization   Applications of Logic in Computer Science     Lab: All AIDB Lab ACT Lab PACE Lab TCS Lab Vision Lab HPCN Lab Networks Lab ASHD Lab DOS Lab SV Lab VP Lab IIL Lab SMV Lab VLSI Lab CASL Lab MALT CCD RAnG BIRDS ToC RL SPACE SeNSE Lab AI4B DAWNLAB CCBR-EEG

• MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning.  
  
  Aravind Venugopal, Stephanie Milani, Fei Fang , Balaraman Ravindran
  Appeared in Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2024, Auckland, New Zealand, May 6-10, 2024 (AAMAS 2024), pp.1865-1873, May 2024.


• Zero-shot Learning based Alternatives for Class Imbalanced Learning Problem in Enterprise Software Defect Analysis.  
  
  Sangameshwar Patil, Balaraman Ravindran
  Appeared in 21st IEEE/ACM International Conference on Mining Software Repositories, MSR 2024, Lisbon, Portugal, April 15-16, 2024 (MSR 2024), pp.140-141, Apr 2024.


• TOMBoost: a topic modeling based boosting approach for learning with class imbalance.  
  
  Sudarsun Santhiappan, Jeshuren Chelladurai, Balaraman Ravindran
  Appeared in Int. J. Data Sci. Anal., Vol 17, pp.389-409, 2024.


• A Learning Approach for Discovering Cost-Efficient Integrated Sourcing and Routing Strategies in E-Commerce.  
  
  Omkar Shelke, Pranavi Pathakota, Anandsingh Chauhan, Hardik Meisheri, Harshad Khadilkar, Balaraman Ravindran
  Appeared in Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), Bangalore, India, January 4-7, 2024, pp.430-438, Jan 2024.


• Guiding Offline Reinforcement Learning Using a Safety Expert.  
  
  Richa Verma, Durgesh Kalwar, Harshad Khadilkar, Balaraman Ravindran
  Appeared in Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), Bangalore, India, January 4-7, 2024, pp.82-90, Jan 2024.


• Cost-Sensitive Trees for Interpretable Reinforcement Learning.  
  
  Siddharth Nishtala, Balaraman Ravindran
  Appeared in Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), Bangalore, India, January 4-7, 2024, pp.91-99, Jan 2024.


• Oscillatory Network and Deep Value Network Based Memory Replay Model of Hippocampus.  
  
  Tamizharasan Kanagamani, Madhuvanthi Muliya, V. Srinivasa Chakravarthy, Balaraman Ravindran, Ramshekhar N. Menon
  Appeared in Pattern Recognition and Machine Intelligence - 10th International Conference, PReMI 2023, Kolkata, India, December 12-15, 2023, Proceedings, Lecture Notes in Computer Science, Vol 14301, pp.117-127, Dec 2023.


• PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks.  
  
  Saket Gurukar, Shaileshh Bojja Venkatakrishnan, Balaraman Ravindran, Srinivasan Parthasarathy
  Appeared in Proceedings of the International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2023, Kusadasi, Turkey, November 6-9, 2023 (ASONAM 2023), pp.245-252, Nov 2023.


• HEAL: Unlocking the Potential of Learning on Hypergraphs Enriched With Attributes and Layers.  
  
  Naganand Yadati, Tarun Kumar, Deepak Maurya, Balaraman Ravindran, Partha P. Talukdar
  Appeared in Learning on Graphs Conference, 27-30 November 2023, Virtual Event., Proceedings of Machine Learning Research, Vol 231, pp.34, Nov 2023.


• Optimizing Traffic Control with Model-Based Learning: A Pessimistic Approach to Data-Efficient Policy Inference.  
  
  Mayuresh Kunjir, Sanjay Chawla, Siddarth Chandrasekar, Devika Jay, Balaraman Ravindran
  Appeared in Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2023, Long Beach, CA, USA, August 6-10, 2023 (KDD 2023), pp.1176-1187, Aug 2023.


• Physics-Informed Model-Based Reinforcement Learning.  
  
  Adithya Ramesh, Balaraman Ravindran
  Appeared in Learning for Dynamics and Control Conference, L4DC 2023, 15-16 June 2023, Philadelphia, PA, USA., Proceedings of Machine Learning Research, Vol 211, pp.26-37, Jun 2023.


• Matching Options to Tasks using Option-Indexed Hierarchical Reinforcement Learning.  
  
  Kushal Chauhan, Soumya Chatterjee , Akash Reddy, Aniruddha S, Balaraman Ravindran, Pradeep Shenoy
  Appeared in Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2023, London, United Kingdom, 29 May 2023 - 2 June 2023 (AAMAS 2023), pp.2631-2633, Jun 2023.


• A Survey of Adversarial Defenses and Robustness in NLP.  
  
  Shreya Goyal, Sumanth Doddapaneni, Mitesh Khapra, Balaraman Ravindran
  Appeared in ACM Comput. Surv., Vol 55, pp.332:1-332:39, 2023.


• MultiCens: Multilayer network centrality measures to uncover molecular mediators of tissue-tissue communication.  
  
  Tarun Kumar, Ramanathan Sethuraman, Sanga Mitra, Balaraman Ravindran, Manikandan Narayanan
  Appeared in PLoS Comput. Biol., Vol 19, 2023.


• RePReL: a unified framework for integrating relational planning and reinforcement learning for effective abstraction in discrete and continuous domains.  
  
  Harsha Kokel, Sriraam Natarajan, Balaraman Ravindran, Prasad Tadepalli
  Appeared in Neural Comput. Appl., Vol 35, pp.16877-16892, 2023.


• Revisiting Link Prediction on Heterogeneous Graphs with a Multi-view Perspective.  
  
  Anasua Mitra, Priyesh Vijayan, Sanasam Ranbir Singh, Diganta Goswami, Srinivasan Parthasarathy, Balaraman Ravindran
  Appeared in IEEE International Conference on Data Mining, ICDM 2022, Orlando, FL, USA, November 28 - Dec. 1, 2022 (ICDM 2022), pp.358-367, Nov 2022.


• Domain-Agnostic Contrastive Representations for Learning from Label Proportions.  
  
  Jay Nandy, Rishi Saket, Prateek Jain, Jatin Chauhan, Balaraman Ravindran, Aravindan Raghuveer
  Appeared in Proceedings of the 31st ACM International Conference on Information & Knowledge Management, Atlanta, GA, USA, October 17-21, 2022, pp.1542-1551, Oct 2022.


• TAG: Task-based Accumulated Gradients for Lifelong learning.  
  
  Pranshu Malviya, Balaraman Ravindran, Sarath Chandar
  Appeared in Conference on Lifelong Learning Agents, CoLLAs 2022, 22-24 August 2022, McGill University, Montral, Qubec, Canada., Proceedings of Machine Learning Research, Vol 199, pp.366-389, Aug 2022.


• Multi-Variate Time Series Forecasting on Variable Subsets.  
  
  Jatin Chauhan, Aravindan Raghuveer, Rishi Saket, Jay Nandy, Balaraman Ravindran
  Appeared in KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14 - 18, 2022, pp.76-86, Aug 2022.


• Evolutionary Approach to Security Games with Signaling.  
  
  Adam Zychowski, Jacek Mandziuk, Elizabeth Bondi, Aravind Venugopal, Milind Tambe, Balaraman Ravindran
  Appeared in Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022, Vienna, Austria, 23-29 July 2022. (IJCAI 2022), pp.620-627, Jul 2022.


• Hybrid Deep RePReL: Integrating Relational Planning and Reinforcement Learning for Information Fusion.  
  
  Harsha Kokel, Nikhilesh Prabhakar, Balaraman Ravindran, Erik Blasch, Prasad Tadepalli, Sriraam Natarajan
  Appeared in 25th International Conference on Information Fusion, FUSION 2022, Linkping, Sweden, July 4-7, 2022 (FUSION 2022), pp.1-8, Jul 2022.


• Detecting Vehicles on the Edge: Knowledge Distillation to Improve Performance in Heterogeneous Road Traffic.  
  
  Manoj Bharadhwaj, Gitakrishnan Ramadurai, Balaraman Ravindran
  Appeared in IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2022, New Orleans, LA, USA, June 19-20, 2022, pp.3191-3197, Jun 2022.


• Causal Contextual Bandits with Targeted Interventions.  
  
  Chandrasekar Subramanian, Balaraman Ravindran
  Appeared in The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25-29, 2022 (ICLR 2022), Apr 2022.


• On Combining Bags to Better Learn from Label Proportions.  
  
  Rishi Saket, Aravindan Raghuveer, Balaraman Ravindran
  Appeared in International Conference on Artificial Intelligence and Statistics, AISTATS 2022, 28-30 March 2022, Virtual Event. (AISTATS 2022), Proceedings of Machine Learning Research, Vol 151, pp.5913-5927, Mar 2022.


• Benchmarking and Analyzing Unsupervised Network Representation Learning and the Illusion of Progress.  
  
  Saket Gurukar, Priyesh Vijayan, Srinivasan Parthasarathy, Balaraman Ravindran, Aakash Srinivasan, Goonmeet Bajaj, Chen Cai, Moniba Keymanesh, Saravana Kumar, Pranav Maneriker, Anasua Mitra, Vedang Patel
  Appeared in Trans. Mach. Learn. Res., Vol 2022, 2022.


• AI and data science centers in top Indian academic institutions.  
  
  Balaraman Ravindran, Sunita Sarawagi, Aditi Jain
  Appeared in Commun. ACM, Vol 65, pp.94-97, 2022.


• Single Shot Corrective CNN for Anatomically Correct 3D Hand Pose Estimation.  
  
  Joseph H. R. Isaac, Manivannan Muniyandi, Balaraman Ravindran
  Appeared in Frontiers Artif. Intell., Vol 5, pp.759255, 2022.


• Scalable multi-product inventory control with lead time constraints using reinforcement learning.  
  
  Hardik Meisheri, Nazneen N. Sultana, Mayank Baranwal, Vinita Baniwal, Somjit Nath, Satyam Verma, Balaraman Ravindran, Harshad Khadilkar
  Appeared in Neural Comput. Appl., Vol 34, pp.1735-1757, 2022.


• Scaling Graph Propagation Kernels for Predictive Learning.  
  
  Priyesh Vijayan, Yash Chandak, Mitesh Khapra, Srinivasan Parthasarathy, Balaraman Ravindran
  Appeared in Frontiers Big Data, Vol 5, pp.616617, 2022.


• Smooth Imitation Learning via Smooth Costs and Smooth Policies.  
  
  Sapana Chaudhary, Balaraman Ravindran
  Appeared in CODS-COMAD 2022: 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD), Bangalore, India, January 8 - 10, 2022, pp.63-71, Jan 2022.


• Automated Incident Location Identification for EMS from Ambulance Geospatial Data.  
  
  Sruthikeerthi Nandita, Goutham Zampani, Gokul S. Krishnan, Gitakrishnan Ramadurai, Balaraman Ravindran
  Appeared in CODS-COMAD 2022: 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD), Bangalore, India, January 8 - 10, 2022, pp.162-168, Jan 2022.


• An Active Learning Framework for Efficient Robust Policy Search.  
  
  Sai Kiran Narayanaswami, Nandan Sudarsanam, Balaraman Ravindran
  Appeared in CODS-COMAD 2022: 5th Joint International Conference on Data Science & Management of Data (9th ACM IKDD CODS and 27th COMAD), Bangalore, India, January 8 - 10, 2022, pp.1-9, Jan 2022.


• A Causal Approach for Unfair Edge Prioritization and Discrimination Removal.  
  
  Pavan Ravishankar, Pranshu Malviya, Balaraman Ravindran
  Appeared in Asian Conference on Machine Learning, ACML 2021, 17-19 November 2021, Virtual Event. (ACML 2021), Proceedings of Machine Learning Research, Vol 157, pp.518-533, Nov 2021.


• Metric Learning for comparison of HMMs using Graph Neural Networks.  
  
  Rajan Kumar Soni, Karthick Seshadri, Balaraman Ravindran
  Appeared in Asian Conference on Machine Learning, ACML 2021, 17-19 November 2021, Virtual Event. (ACML 2021), Proceedings of Machine Learning Research, Vol 157, pp.1365-1380, Nov 2021.


• A Joint Training Framework for Open-World Knowledge Graph Embeddings.  
  
  Karthik Visweswariah, Beethika Tripathi, Mitesh Khapra, Balaraman Ravindran
  Appeared in 3rd Conference on Automated Knowledge Base Construction, AKBC 2021, Virtual, October 4-8, 2021. (AKBC 2021), Oct 2021.


• Semi-Supervised Deep Learning for Multiplex Networks.  
  
  Anasua Mitra, Priyesh Vijayan, Sanasam Ranbir Singh, Diganta Goswami, Srinivasan Parthasarathy, Balaraman Ravindran
  Appeared in KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Virtual Event, Singapore, August 14-18, 2021, pp.1234-1244, Aug 2021.


• RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction.  
  
  Harsha Kokel, Arjun Manoharan, Sriraam Natarajan, Balaraman Ravindran, Prasad Tadepalli
  Appeared in Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, ICASP 2021, Guangzhou, China (virtual), August 2-13, 2021 (ICASP 2021), pp.533-541, Aug 2021.


• GrabQC: Graph Based Query Contextualization for Automated ICD Coding.  
  
  Jeshuren Chelladurai, Sudarsun Santhiappan, Balaraman Ravindran
  Appeared in Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings, Part I (PAKDD 2021), Lecture Notes in Computer Science, Vol 12712, pp.225-237, May 2021.


• SEERL: Sample Efficient Ensemble Reinforcement Learning.  
  
  Rohan Saphal, Balaraman Ravindran, Dheevatsa Mudigere, Sasikanth Avancha, Bharat Kaul
  Appeared in AAMAS '21: 20th International Conference on Autonomous Agents and Multiagent Systems, Virtual Event, United Kingdom, May 3-7, 2021., pp.1100-1108, May 2021.


• Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty.  
  
  Aravind Venugopal, Elizabeth Bondi, Harshavardhan Kamarthi, Keval Dholakia, Balaraman Ravindran, Milind Tambe
  Appeared in AAMAS '21: 20th International Conference on Autonomous Agents and Multiagent Systems, Virtual Event, United Kingdom, May 3-7, 2021., pp.1353-1361, May 2021.


• An Enhanced Advising Model in Teacher-Student Framework using State Categorization.  
  
  Daksh Anand, Vaibhav Gupta, Praveen Paruchuri, Balaraman Ravindran
  Appeared in Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021, pp.6653-6660, Feb 2021.


• Relational Boosted Bandits.  
  
  Ashutosh Kakadiya, Sriraam Natarajan, Balaraman Ravindran
  Appeared in Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021, pp.12123-12130, Feb 2021.


• Corrective Filter Based on Kinematics of Human Hand for Pose Estimation.  
  
  Joseph Hosanna Raj Isaac, Manivannan Muniyandi, Balaraman Ravindran
  Appeared in Frontiers Virtual Real., Vol 2, pp.663618, 2021.


• MADRaS : Multi Agent Driving Simulator.  
  
  Anirban Santara, Sohan Rudra, Sree Aditya Buridi, Meha Kaushik, Abhishek Naik, Bharat Kaul, Balaraman Ravindran
  Appeared in J. Artif. Intell. Res., Vol 70, pp.1517-1555, 2021.


• Inferring customer occupancy status in for-hire vehicles using PU Learning.  
  
  Vaishnavi Muralidharan, Nandan Sudarsanam, Balaraman Ravindran
  Appeared in CODS-COMAD 2021: 8th ACM IKDD CODS and 26th COMAD, Virtual Event, Bangalore, India, January 2-4, 2021, pp.290-298, Jan 2021.


• A semi-supervised approach to growing classification trees.  
  
  Sudarsun Santhiappan, Balaraman Ravindran
  Appeared in CODS-COMAD 2021: 8th ACM IKDD CODS and 26th COMAD, Virtual Event, Bangalore, India, January 2-4, 2021, pp.29-37, Jan 2021.


• Is it hard to learn a classifier on this dataset?  
  
  Sudarsun Santhiappan, Nitin Shravan, Balaraman Ravindran
  Appeared in CODS-COMAD 2021: 8th ACM IKDD CODS and 26th COMAD, Virtual Event, Bangalore, India, January 2-4, 2021, pp.299-306, Jan 2021.


• Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks.  
  
  Sravan Mylavarapu, Mahtab Sandhu, Priyesh Vijayan, K. Madhava Krishna, Balaraman Ravindran, Anoop Namboodiri
  Appeared in IEEE Intelligent Vehicles Symposium, IV 2020, Las Vegas, NV, USA, October 19 - November 13, 2020 (IV 2020), pp.321-327, Nov 2020.


• Understanding Dynamic Scenes using Graph Convolution Networks.  
  
  Sravan Mylavarapu, Mahtab Sandhu, Priyesh Vijayan, K. Madhava Krishna, Balaraman Ravindran, Anoop Namboodiri
  Appeared in IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020, Las Vegas, NV, USA, October 24, 2020 - January 24, 2021 (IROS 2020), pp.8279-8286, Oct 2020.


• Option Encoder: A Framework for Discovering a Policy Basis in Reinforcement Learning.  
  
  Arjun Manoharan, Rahul Ramesh, Balaraman Ravindran
  Appeared in Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2020, Ghent, Belgium, September 14-18, 2020, Proceedings, Part II (PKDD 2020), Lecture Notes in Computer Science, Vol 12458, pp.509-524, Sep 2020.