Research Publications -@ CSE-IITM

Publications by the members of CSE Department :

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IndicLLMSuite: A Blueprint for Creating Pre-training and Fine-Tuning Datasets for Indian Languages.

Mohammed Safi Ur Rahman Khan, Priyam Mehta, Ananth Sankar, Umashankar Kumaravelan, Sumanth Doddapaneni, Suriyaprasaad B, Varun Balan G, Sparsh Jain, Anoop Kunchukuttan, Pratyush Kumar, Raj Dabre, Mitesh Khapra
Appeared in Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2024, Bangkok, Thailand, August 11-16, 2024 (ACL 2024), Vol , No., pp.15831-15879, Aug 2024.

IndicVoices: Towards building an Inclusive Multilingual Speech Dataset for Indian Languages.

Tahir Javed, Janki Nawale, Eldho Ittan George, Sakshi Joshi, Kaushal Santosh Bhogale, Deovrat Mehendale, Ishvinder Virender Sethi, Aparna Ananthanarayanan, Hafsah Faquih, Pratiti Palit, Sneha Ravishankar, Saranya Sukumaran, Tripura Panchagnula, Sunjay Murali, Kunal Sharad Gandhi, Ambujavalli R, Manickam K. M, C. Venkata Vaijayanthi, Krishnan Srinivasa Raghavan Karunganni, Pratyush Kumar, Mitesh Khapra
Appeared in Findings of the Association for Computational Linguistics, ACL 2024, Bangkok, Thailand and virtual meeting, August 11-16, 2024 (ACL 2024), Vol , No., pp.10740-10782, Aug 2024.

Cyclic codes over rings of matrices.

Hai Quang Dinh , Atul Gaur, Pratyush Kumar, Manoj Kumar Singh, Abhay Kumar Singh
Appeared in Adv. Math. Commun., Vol 18, No., pp.1100-1122, 2024.

Aksharantar: Open Indic-language Transliteration datasets and models for the Next Billion Users.

Yash Madhani, Sushane Parthan, Priyanka Bedekar, Gokul NC, Ruchi Khapra, Anoop Kunchukuttan, Pratyush Kumar, Mitesh Khapra
Appeared in Findings of the Association for Computational Linguistics: EMNLP 2023, Singapore, December 6-10, 2023. (EMNLP 2023), pp.40-57, Dec 2023.

Jod: Examining Design and Implementation of a Videoconferencing Platform for Mixed Hearing Groups.

Anant Mittal, Meghna Gupta, Roshni Poddar, Tarini Naik, Seethalakshmi Kuppuraj, James Fogarty, Pratyush Kumar, Mohit Jain
Appeared in Proceedings of the 25th International ACM SIGACCESS Conference on Computers and Accessibility, ASSETS 2023, New York, NY, USA, October 22-25, 2023 (ASSETS 2023), pp.43:1-43:18, Oct 2023.

SignIt! An Android Game for Sign Bilingual Play.

Roshni Poddar, Pradyumna YM, Divya Prabha Jayakumar, Tarini Naik, Punyat Tripathi, Nabeel TP, Hemanth Reddy Yeddula, Pratyush Kumar, Mohit Jain, Manohar Swaminathan
Appeared in Proceedings of the 25th International ACM SIGACCESS Conference on Computers and Accessibility, ASSETS 2023, New York, NY, USA, October 22-25, 2023 (ASSETS 2023), pp.56:1-56:4, Oct 2023.

Challenges Faced by the Employed Indian DHH Community.

Advaith Sridhar, Roshni Poddar, Mohit Jain, Pratyush Kumar
Appeared in Human-Computer Interaction - INTERACT 2023 - 19th IFIP TC13 International Conference, York, UK, August 28 - September 1, 2023, Proceedings, Part I (INTERACT 2023), Lecture Notes in Computer Science, Vol 14142, pp.201-223, Sep 2023.

Svarah: Evaluating English ASR Systems on Indian Accents.

Tahir Javed, Sakshi Joshi, Vignesh Nagarajan, Sai Sundaresan, Janki Nawale, Abhigyan Raman, Kaushal Santosh Bhogale, Pratyush Kumar, Mitesh Khapra
Appeared in 24th Annual Conference of the International Speech Communication Association, Interspeech 2023, Dublin, Ireland, August 20-24, 2023., pp.5087-5091, Aug 2023.

Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR.

Kaushal Santosh Bhogale, Sai Sundaresan, Abhigyan Raman, Tahir Javed, Mitesh Khapra, Pratyush Kumar
Appeared in 24th Annual Conference of the International Speech Communication Association, Interspeech 2023, Dublin, Ireland, August 20-24, 2023., pp.4384-4388, Aug 2023.

IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages.

Jay P. Gala, Pranjal A. Chitale, Raghavan AK, Varun Gumma, Sumanth Doddapaneni, Aswanth Kumar M., Janki Atul Nawale, Anupama Sujatha, Ratish Puduppully, Vivek Raghavan, Pratyush Kumar, Mitesh Khapra, Raj Dabre, Anoop Kunchukuttan
Appeared in Trans. Mach. Learn. Res., Vol 2023, No., 2023.

Structured nonlinear process modeling using neural networks and application to economic optimization.

Pratyush Kumar, James B. Rawlings
Appeared in Comput. Chem. Eng., Vol 177, pp.108314, 2023.

Unconstrained feedback controller design using Q-learning from noisy process data.

Pratyush Kumar, James B. Rawlings
Appeared in Comput. Chem. Eng., Vol 177, pp.108325, 2023.

IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages.

Aman Kumar, Himani Shrotriya, Prachi Sahu, Amogh Mishra, Raj Dabre, Ratish Puduppully, Anoop Kunchukuttan, Mitesh Khapra, Pratyush Kumar
Appeared in Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022. (EMNLP 2022), pp.5363-5394, Dec 2022.

When is Machine Learning Data Good?: Valuing in Public Health Datafication.

Divy Thakkar, Azra Ismail, Pratyush Kumar, Alex Hanna, Nithya Sambasivan, Neha Kumar
Appeared in CHI '22: CHI Conference on Human Factors in Computing Systems, New Orleans, LA, USA, 29 April 2022 - 5 May 2022, pp.322:1-322:16, May 2022.

OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages.

Prem Selvaraj, Gokul Nc, Pratyush Kumar, Mitesh Khapra
Appeared in Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022 (ACL 2022), pp.2114-2133, May 2022.

IndicBART: A Pre-trained Model for Indic Natural Language Generation.

Raj Dabre, Himani Shrotriya, Anoop Kunchukuttan, Ratish Puduppully, Mitesh Khapra, Pratyush Kumar
Appeared in Findings of the Association for Computational Linguistics: ACL 2022, Dublin, Ireland, May 22-27, 2022. (ACL 2022), pp.1849-1863, May 2022.

Input-specific Attention Subnetworks for Adversarial Detection.

Emil Biju, Anirudh Sriram, Pratyush Kumar, Mitesh Khapra
Appeared in Findings of the Association for Computational Linguistics: ACL 2022, Dublin, Ireland, May 22-27, 2022. (ACL 2022), pp.31-44, May 2022.

Towards Building ASR Systems for the Next Billion Users.

Tahir Javed, Sumanth Doddapaneni, Abhigyan Raman, Kaushal Santosh Bhogale, Gowtham Ramesh, Anoop Kunchukuttan, Pratyush Kumar, Mitesh Khapra
Appeared in Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 - March 1, 2022, pp.10813-10821, Mar 2022.

Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge.

Vinod Ganesan, Pratyush Kumar
Appeared in ACM Trans. Embed. Comput. Syst., Vol 21, pp.72:1-72:29, 2022.

Addressing Resource Scarcity across Sign Languages with Multilingual Pretraining and Unified-Vocabulary Datasets.

Gokul NC, Manideep Ladi, Sumit Negi, Prem Selvaraj, Pratyush Kumar, Mitesh Khapra
Appeared in , Jan 2022.

Samanantar: The Largest Publicly Available Parallel Corpora Collection for 11 Indic Languages.

Gowtham Ramesh, Sumanth Doddapaneni, Aravinth Bheemaraj, Mayank Jobanputra, Raghavan AK, Ajitesh Sharma, Sujit Sahoo, Harshita Diddee, Mahalakshmi J, Divyanshu Kakwani, Navneet Kumar, Aswin Pradeep, Srihari Nagaraj, Deepak Kumar, Vivek Raghavan, Anoop Kunchukuttan, Pratyush Kumar, Mitesh Shantadevi Khapra
Appeared in Trans. Assoc. Comput. Linguistics, Vol 10, pp.145-162, 2022.

FadingBF: A Bloom Filter With Consistent Guarantees for Online Applications.

Prasanna Karthik Vairam, Pratyush Kumar, Chester Rebeiro, V. Kamakoti
Appeared in IEEE Trans. Computers, Vol 71, pp.40-52, 2022.

FuSeConv: Fully Separable Convolutions for Fast Inference on Systolic Arrays.

Surya Selvam, Vinod Ganesan, Pratyush Kumar
Appeared in Design, Automation & Test in Europe Conference & Exhibition, DATE 2021, Grenoble, France, February 1-5, 2021 (DATE 2021), pp.651-656, Feb 2021.

The Heads Hypothesis: A Unifying Statistical Approach Towards Understanding Multi-Headed Attention in BERT.

Madhura Pande, Aakriti Budhraja, Preksha Nema, Pratyush Kumar, Mitesh Khapra
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.13613-13621, Feb 2021.

A Systematic Evaluation of Object Detection Networks for Scientific Plots.

Pritha Ganguly, Nitesh S. Methani, Mitesh Khapra, Pratyush Kumar
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.1379-1387, Feb 2021.

Industrial, large-scale model predictive control with structured neural networks.

Pratyush Kumar, James B. Rawlings, Stephen J. Wright
Appeared in Comput. Chem. Eng., Vol 150, pp.107291, 2021.

Joint Transformer/RNN Architecture for Gesture Typing in Indic Languages.

Emil Biju, Anirudh Sriram, Mitesh Khapra, Pratyush Kumar
Appeared in Proceedings of the 28th International Conference on Computational Linguistics, COLING 2020, Barcelona, Spain (Online), December 8-13, 2020 (COLING 2020), pp.999-1010, Dec 2020.

On the weak link between importance and prunability of attention heads.

Aakriti Budhraja, Madhura Pande, Preksha Nema, Pratyush Kumar, Mitesh Khapra
Appeared in Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, EMNLP 2020, Online, November 16-20, 2020 (EMNLP 2020), pp.3230-3235, Nov 2020.

iNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages.

Divyanshu Kakwani, Anoop Kunchukuttan, Satish Golla, Gokul N. C., Avik Bhattacharyya, Mitesh Khapra, Pratyush Kumar
Appeared in Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, EMNLP 2020, Online Event, 16-20 November 2020. (EMNLP 2020), pp.4948-4961, Nov 2020.

A Case for Generalizable DNN Cost Models for Mobile Devices.

Vinod Ganesan, Surya Selvam, Sanchari Sen, Pratyush Kumar, Anand Raghunathan
Appeared in IEEE International Symposium on Workload Characterization, IISWC 2020, Beijing, China, October 27-30, 2020 (IISWC 2020), pp.169-180, Oct 2020.

INCLUDE: A Large Scale Dataset for Indian Sign Language Recognition.

Advaith Sridhar, Rohith Gandhi Ganesan, Pratyush Kumar, Mitesh Khapra
Appeared in MM '20: The 28th ACM International Conference on Multimedia, Virtual Event / Seattle, WA, USA, October 12-16, 2020, pp.1366-1375, Oct 2020.

Sparsity-Aware Caches to Accelerate Deep Neural Networks.

Vinod Ganesan, Sanchari Sen, Pratyush Kumar, Neel Gala, V. Kamakoti, Anand Raghunathan
Appeared in 2020 Design, Automation & Test in Europe Conference & Exhibition, DATE 2020, Grenoble, France, March 9-13, 2020 (DATE 2020), pp.85-90, Mar 2020.

PlotQA: Reasoning over Scientific Plots.

Nitesh Methani, Pritha Ganguly, Mitesh Khapra, Pratyush Kumar
Appeared in IEEE Winter Conference on Applications of Computer Vision, WACV 2020, Snowmass Village, CO, USA, March 1-5, 2020 (WACV 2020), pp.1516-1525, Mar 2020.

Cyclic codes over the ring GR(pe, m)[u]âˆ•ã€ˆukã€‰.

Hai Q. Dinh, Abhay Kumar Singh, Pratyush Kumar, Songsak Sriboonchitta
Appeared in Discret. Math., Vol 343, pp.111543, 2020.

Automatic Generation and Evaluation of Usable and Secure Audio reCAPTCHA.

Mohit Jain, Rohun Tripathi, Ishita Bhansali, Pratyush Kumar
Appeared in The 21st International ACM SIGACCESS Conference on Computers and Accessibility, ASSETS 2019, Pittsburgh, PA, USA, October 28-30, 2019. (ASSETS 2019), pp.355-366, Oct 2019.

Checkpointing in Practice for Memory-Efficient Training on the Edge.

Naveen E, Pratyush Kumar
Appeared in 21st IEEE International Conference on High Performance Computing and Communications; 17th IEEE International Conference on Smart City; 5th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2019, Zhangjiajie, China, August 10-12, 2019, pp.2759-2766, Aug 2019.

Optimal Power Management with Guaranteed Minimum Energy Utilization for Solar Energy Harvesting Systems.

Rehan Ahmed, Bernhard Buchli, Stefan Draskovic, Lukas Sigrist, Pratyush Kumar, Lothar Thiele
Appeared in ACM Trans. Embedded Comput. Syst., Vol 18, pp.30:1-30:26, 2019.

Example Mining for Incremental Learning in Medical Imaging.

Pratyush Kumar, Muktabh Mayank Srivastava
Appeared in IEEE Symposium Series on Computational Intelligence, SSCI 2018, Bangalore, India, November 18-21, 2018 (SSCI 2018), pp.48-51, Nov 2018.

Evaluating and Informing the Design of Chatbots.

Mohit Jain, Pratyush Kumar, Ramachandra Kota, Shwetak N. Patel
Appeared in Proceedings of the 2018 on Designing Interactive Systems Conference 2018, DIS 2018, Hong Kong, CHina, June 09-13, 2018 (DIS 2018), pp.895-906, Jun 2018.

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Department of Computer Science & Engineering

Indian Institute of Technology Madras, Chennai, India.