1. Joyce Horn Fonteles, Clayton Cohn, Efrat Ayalon, Mengxi Zhou, Ashwin T S, Eduardo Davalos, Zhijian Li, et al. "Analyzing embodied learning in classroom settings: A human-in-the-loop AI approach for multimodal learning analytics." Learning and Instruction, 103, 102274 (2026).

2. Ashwin T S, Suraj Ranganath, Kabyashree Khanikar, Karishma Khan, Ramkumar Rajendran and Ritayan Mitra. "A Multisensor Dataset of South Asian Post-Graduate Students Working on Mental Rotation Tasks." Scientific Data (Nature Portfolio), 12, 563 (2025). DOI: 10.1038/s41597-025-04865-5

3. Clayton Cohn, Caitlin Snyder, Joyce Horn Fonteles, Ashwin T S, Justin Montenegro and Gautam Biswas. "A multimodal approach to support teacher, researcher and AI collaboration in STEM+C learning environments." British Journal of Educational Technology, 56(2), 595-620 (2024). DOI: 10.1111/bjet.13518

4. Ashwin T S, Vijay Prakash and Ramkumar Rajendran. "A Systematic Review of Intelligent Tutoring Systems based on Gross Body Movement Detected using Computer Vision." Computers and Education: Artificial Intelligence, 4, 100125 (2023). DOI: 10.1016/j.caeai.2023.100125

5. Ashwin T S and Ram Mohana Reddy Guddeti., "Affective database for e-learning and classroom environments using Indian students' faces, hand gestures and body postures" Future Generation Computer Systems, 2020, 108, 334-348, DOI: 10.1016/j.future.2020.02.075 [Link]

6. Ashwin T S and Ram Mohana Reddy G, "Impact of Inquiry Interventions on Students in E-Learning and Classroom Environments using Affective Computing Framework" User Modeling and User-Adapted Interaction 1- 43 (2020). DOI:10.1007/s11257-019-09254-3 [Link]

7. Ashwin T S and Ram Mohana Reddy G, "Unobtrusive Behavioral Analysis of Students in Classroom Environment Using Non-Verbal Cues," in IEEE Access (2019), vol. 7, pp. 150693-150709. DOI: 10.1109/ACCESS.2019.2947519 [Link]

8. Ashwin T S and Ram Mohana Reddy G, "Automatic detection of students' affective states in classroom environment using hybrid convolutional neural networks," Educational and Information Technologies (2019): 1-39, Springer.DOI: 10.1007/s10639-019-10004-6. [Link]

9. Rashmi M, Ashwin T S and Ram Mohana Reddy G, "Surveillance video analysis for student action recognition and localization inside computer laboratories of a smart campus,"  multimedia Tools and Applications (2020): 1573-7721, Springer. DOI: 10.1007/s11042-020-09741-5. [Link]

10. Sugandh Kumar Chaudhary, Syed Yousuff, Meghana N P, Ashwin T S and Ram Mohana Reddy G, "A Multi-Protocol Home Automation System Using Smart Gateway," Wireless Personal Communications (2020): 1572-834, Springer. DOI: 10.1007/s11277-020-07795-0.[Link]

11. Sayani Banerjee, Ashwin T S, and Ram Mohana Reddy Guddeti. "Multimodal behavior analysis in computer-enabled laboratories using nonverbal cues. 1863-1711 "SIViP (2020). DOI:10.1007/s11760-020-01705-4. [Link]

12. Abhishek Tripathi, Ashwin T S and Ram Mohana Reddy G, "EmoWare: A Context-Aware Framework for Personalized Video Recommendation using Affective Video Sequences" IEEE Access DOI: 10.1109/ACCESS.2019.2911235  [Link]

13. Sujit Gupta, Ashwin T S and G Ram Mohana Reddy, "Students' Affective Content Analysis in Smart Classroom Environment using Deep Learning Techniques", Springer, Multimedia Tools and Applications DOI: 10.1007/s11042-019-7651-z [Link]

14. Alam, Md Shahzad, B. V. Natesha, Ashwin T S, and Ram Mohana Reddy Guddeti. "UAV based cost-effective real-time abnormal event detection using edge computing." Multimedia Tools and Applications (2019) DOI: 10.1007/s11042-019-08067-1 [Link]

15. A. Hafeez Ali, S. U. Rao, S. Ranganath, T. S. Ashwin and R. M. R. Guddeti, "A Google Glass Based Real-Time Scene Analysis for the Visually Impaired," in IEEE Access, 2021, doi: 10.1109/ACCESS.2021.3135024. [Link]

16. Salins, R. D., Ashwin, T. S., Prabhu, G. A., Basthikodi, M., & Mallikarjun, C. K. (2022). Person identification from arm’s hair patterns using CT-twofold Siamese network in forensic psychiatric hospitals. Complex & Intelligent Systems, 8(4), 3185-3197. [Link]

1. Ashwin T S, Shridhar Domanal and Ram Mohana Reddy G, " A Novel Bio-Inspired Load Balancing of Virtual Machines in Cloud Environment", IEEE 3rd Int. Conf. on Cloud Computing for Emerging Markets (CCEM 2014), October 15-17, 2014, Bangalore, India. [Link]

2. Nisha K.K, Pruthvi H.R, Shwetha N Hadimani, G Ram Mohana Reddy, Ashwin T.S and Shridhar D, "An Android GPS-Based Navigation Application For Blind", ACM 7th International Symposium on Visual Information Communication and Interaction (VINCI-2014), Aug. 5-8, 2014, Sydney, Australia. [Link]

3. Aarti Prabhu, Deeksha S D, Hiba Ahsan, Shridhar D, Ashwin T S and G Ram Mohana Reddy, "Vision Based Laser Controlled Keyboard System for the Disabled", ACM 7th Int. Sympo. on Visual Information Commn. and Interaction (VINCI-2014), Aug. 5-8, 2014, Sydney, Australia. [Link]

4. Isha Jassi, Ruchika S, Susmitha P, Subhayan Mukherjee, Ashwin T S and G Ram Mohan Reddy, "Ember: A Smartphone Web Browser Interface for Blind", ACM 7th Int. Sympo. on Visual Info. Commn. and Interaction (VINCI-2014), Aug. 5-8, 2014, Sydney, Australia. [Link]

5. Shankar, Mani, Mayank Pahadia, Divyang Srivastava, T. S. Ashwin, and G. Ram Mohana Reddy. "A Novel Method for Disease Recognition and Cure Time Prediction Based on Symptoms." In Advances in Computing and Communication Engineering (ICACCE), 2015 Second International Conference on, pp. 679-682. IEEE, 2015. [Link]

6. Bhuvan, Malladihalli S., Vinay D. Rao, Siddharth Jain, T. S. Ashwin, and Ram Mohana Reddy Guddeti. "Semantic sentiment analysis using context specific grammar." In Computing, Communication & Automation (ICCCA), 2015 International Conference on, pp. 28-35. IEEE, 2015. [Link]

7. Bharadwaj, S Ashish, Agrawal, Vivek, Ashwin T S, Ram Mohana Reddy Guddeti. "Prediction of Retweets Using Textual Features "Third International Conference on Business Analytics and Intelligence (BAICONF 15) Springer, 2015. [Link1] [Link2]

8. Ashwin, T. S., Jijo Jose, G. Raghu, and G. Ram Mohana Reddy. "An E-Learning System with Multifacial Emotion Recognition Using Supervised Machine Learning." In 2015 IEEE Seventh International Conference on Technology for Education (T4E), pp. 23-26. IEEE, 2015. [Link]

9. Bhuvan, Malladihalli S., Vinay D. Rao, Siddharth Jain, T. S. Ashwin, and Ram Mohana Reddy Guddeti. "Detection and Analysis Model for Grammatical Facial Expressions in Sign Language" In Region 10 Symposium (TENSYMP), 2016 IEEE, pp. 62-65. IEEE, 2016. [Link]

10. Ashwin T S, Sai Saran, G Ram Mohana Reddy "Video Affective Content Analysis Based on Multimodal Features Using a Novel Hybrid SVM-RBM Classifier" UPCON, 2016 Conference of IEEE UP Section on Electrical, Computer & Electronics Engineering. (Second Best Paper Award) [Link]

11. Ashwin T S, Kartik S, Mohammad A, Anmol V and G Ram Mohana REDDY "Virtual Slate: Microsoft Kinect Based Text Input Tool to Improve Hand-writing of People" Chen, W. et al. (Eds.) (2016). Proceedings of the 24th International Conference on Computers in Education. India: Asia-Pacific Society for Computers in Education (Core Conference) [Link]

12.  Ashwin T S, Vishal A P. G Ram Mohana Reddy "Unobtrusive Intelligent Smartphone Systems for Enhancing the User Experience Using Emotion Recognition" 3rd Annual Conference of the Association For Cognitive Science, India 2016 [Link]

13. Prakash A, Swathi R, Kumar S, Ashwin TS, Reddy GR. “Kinect Based Real Time Gesture Recognition Tool for Air Marshallers and Traffic Policemen.” InTechnology for Education (T4E), 2016 IEEE Eighth International Conference on 2016 Dec 2 (pp. 34-37). IEEE. [Link]

14. Sujit Gupta, Ashwin T S and G Ram Mohana Reddy, "CVUCAMS: Computer Vision based Unobtrusive Classroom Attendance Management System", 18th IEEE International Conf. on Advanced Learning Technologies (ICALT 2018), July 9-13, 2018, IIT Bombay, India. [Link]

15. Abhishek Tripathi, Ashwin T S and Ram Mohana Reddy G, "A Reinforcement Learning and Recurrent Neural Network Based Dynamic User Modeling System", 18th IEEE International Conf. on Advanced Learning Technologies (ICALT 2018), July 9-13, 2018, IIT Bombay, India. [Link]

16. Ashwin T S and Ram Mohana Reddy Guddeti, "Unobtrusive Students' Engagement Analysis in Computer Science Laboratory using Deep Learning Techniques", 18th IEEE International Conference on Advanced Learning Technologies (ICALT 2018), July 9-13, 2018, IIT Bombay, India. [Link]

17. Vikram M, Aditya A, Suhas B S, Ashwin T S, and Ram Mohana Reddy Guddeti, "Kinect Based Suspicious Posture Recognition for Real Time Security Applications", 15th IEEE India Council International Conference (INDICON 2018), December 16-18, 2018, Amrita Vishwa Vidyapeetham, Coimbatore, India. [Link]

18. Banerjee, S., Ashwin, T. S., & Guddeti, R. M. R. (2019, October). Automated Parking System in Smart Campus Using Computer Vision Technique. In TENCON 2019-2019 IEEE Region 10 Conference (TENCON) (pp. 931-935). IEEE. [Link]

19. Nandini, A. V., Dwivedi, A., Kumar, N. A., Ashwin, T. S., Vishnuvardhan, V., & Guddeti, R. M. R. (2019, October). Smart Cane for Assisting Visually Impaired People. In TENCON 2019-2019 IEEE Region 10 Conference (TENCON) (pp. 546-551). IEEE. [Link]

20. Shailja Dalmia, Ashwin T S and Ram Mohana Reddy Guddeti “Design and Implementation of User Centered Adaptive Search Engine” 9th International Conference on Advances in Computing and Information Technology (ACITY 2019) December 21~22, 2019, Sydney, Australia [Link]

21. Ashwin T S and R. Rajendran, "Audio Feature based Monotone Detection and Affect Analysis for Teachers," 2022 IEEE Region 10 Symposium (TENSYMP), 2022, pp. 1-6, doi: 10.1109/TENSYMP54529.2022.9864393. [Link]

22. Ashwin T S, Danish Shafi Shaikh, and Ramkumar Rajendran. "DLOT: An Open-Source Application to Assist Human Observers." In Proc. 31st International Conference on Computers in Education (ICCE 2023), Vol. 1, Matsue, Japan, 2023. [Best Technical Design Paper Nomination]

23. Aditya Panwar, Ashwin T S, Ramkumar Rajendran, and Kavi Arya. "Keeping Teams in the Game: Predicting Dropouts in Online Problem-Based Learning Competition." In Proc. 31st International Conference on Computers in Education (ICCE 2023), Matsue, Japan, 2023.

24. Pratiksha Virendra Patil, Ashwin T S, and Ramkumar Rajendran. "Fostering Interaction in Computer-Supported Collaborative Learning Environment." In Proc. 16th International Conference on Educational Data Mining (EDM 2023), 556-560, Bengaluru, India, 2023.

25. Ashwin T S and Gautam Biswas. "Relating Students' Cognitive Processes and Learner-Centered Emotions: An Advanced Deep Learning Approach." In Proc. 26th International Conference on Multimodal Interaction (ICMI 2024), 575-584, 2024.

26. Ashwin T S, Caitlin Snyder, Celestine E. Akpanoko, Srigowri Mayasandra Prasanna, and Gautam Biswas. "Combining Multimodal Analyses of Students' Emotional and Cognitive States to Understand Their Learning Behaviors." In Proc. International Conference on Computers in Education (ICCE 2024). [Best Paper Nomination]

27. Ashwin T S and Gautam Biswas. "Identifying and Mitigating Algorithmic Bias in Student Emotional Analysis." In Artificial Intelligence in Education (AIED 2024), LNCS 14830, Springer, 2024. [Best Paper Nomination]

28. Aarsh Desai, N.V.J.K. Kartik, Priyesh Gupta, Ashwin T S, Manjunath K. Vanahalli, and Ramkumar Rajendran. "Advancing Speaker Diarization With Whisper Speech Recognition for Different Learning Environments." In Proc. IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE 2024), 1-8, IEEE, 2024. [Best Student Paper Award]

29. Samarth Yadannavar, Ashwin T S, Rumana Pathan, Manjunath K. Vanahalli, and Ramkumar Rajendran. "Multimodal Analysis of Learning-Centered Emotions and Cognitive Processes in Open-Ended Learning Environments." In Proc. IEEE TALE 2024, 1-8, IEEE, 2024.

30. Joyce Horn Fonteles, Namrata Srivastava, Eduardo Davalos, Ashwin T S, and Gautam Biswas. "Designing an AI-Enhanced Timeline for Monitoring Multimodal Interactions in Embodied Learning Environments." In Proc. International Conference on Computers in Education (ICCE 2024).

31. Eduardo Davalos, Yike Zhang, Ashwin T S, Joyce Horn Fonteles, Umesh Timalsina, and Gautam Biswas. "3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments." In Companion Proc. 26th International Conference on Multimodal Interaction (ICMI 2024), 175-183, 2024.

32. N.V.J.K. Kartik, Priyesh Gupta, Vinayak, Aarsh Desai, Vishwas Badhe, Ashwin T S, Manjunath Vanahalli, and Ramkumar Rajendran. "Unlocking the Triggers: Automating the Identification of Triggers of Socially Shared Metacognitive Regulation in Collaborative Problem-Solving." In Proc. International Conference on Technology for Education (T4E 2024), 43-51, Springer Nature Singapore, 2024.

33. Pratiksha Virendra Patil, Ashwin T S, and Ramkumar Rajendran. "Predicting Group Performance Through Individual Contributions: Augmenting Peer Evaluation with Group Speech." In Proc. International Conference on Technology for Education (T4E 2024), 141-148, Springer Nature Singapore, 2024.

34. Celestine E. Akpanoko, Ashwin T S, and Gautam Biswas. "The Interplay of Affective States and Cognitive Processes in an Open-Ended Learning Environment: A Case Study." In Proc. 18th International Conference of the Learning Sciences (ICLS 2024), 873-880, ISLS, 2024.

35. Celestine E. Akpanoko, Ashwin T S, Grayson Cordell, and Gautam Biswas. "Investigating the Relations Between Students' Affective States and the Coherence in Their Activities in Open-Ended Learning Environments." In Proc. 17th International Conference on Educational Data Mining (EDM 2024), 511-517, 2024.

36. Joyce Horn Fonteles, Eduardo Davalos, Ashwin T S, Yike Zhang, Mengxi Zhou, Efrat Ayalon, Alicia Lane, Selena Steinberg, Joshua Danish, Noel Enyedy, and Gautam Biswas. "A First Step in Using Machine Learning Methods to Enhance Interaction Analysis for Embodied Learning Environments." In Artificial Intelligence in Education (AIED 2024), LNCS 14830, Springer, 2024.

37. Ashwin T S, Nihar Sanda, Umesh Timalsina, and Gautam Biswas. "Challenges of Applying Computer Vision for Emotion Detection in Educational Settings: A Study on Bias." In Artificial Intelligence in Education (AIED 2025), LNCS 15882, Springer, 2025.

38. Ashwin T S, Caitlin Snyder, Srigowri Mayasandra Prasanna, Naveeduddin Mohammed, and Gautam Biswas. "Using Markov Chain Analysis to Study the Relations Between Emotions, Cognitive Actions, and Performance in Collaborative Learning." In Proc. 18th International Conference on Computer-Supported Collaborative Learning (CSCL 2025), 440-444, ISLS, 2025.

39. Surya Rayala, Marcos Quinones-Grueiro, Naveeduddin Mohammed, Ashwin T S, Gautam Biswas, Benjamin Goldberg, Randall Spain, and Paige Lawton. "Video Based Performance Evaluation for ECR Drills in Synthetic Training Environments." In Proc. Interservice/Industry Training, Simulation, and Education Conference (I/ITSEC 2025). [Best Paper Nomination]

40. Divya Mereddy, Marcos Quinones-Grueiro, Ashwin T S, Eduardo Davalos, Gautam Biswas, Kent Etherton, Tyler Davis, Katelyn Kay, Jill Lear, and Benjamin Goldberg. "Trainee Action Recognition through Interaction Analysis in CCATT Mixed-Reality Training." In Proc. Interservice/Industry Training, Simulation, and Education Conference (I/ITSEC 2025). [Best Paper Nomination]

41. Ryan Li, Ashwin T S, Divya Mereddy, and Gautam Biswas. "Do Categorical Emotions Have Intensity? Modeling Emotional Intensity Transitions by Task, Peer, and Environment Causes." In Proc. International Conference on Computers in Education (ICCE 2025), Chennai, India, 2025. [Best Paper Nomination]

42. Sunil Gopal C. V., Shreyas Gutti, Sudhan S., Sushanth R., Abhilash C. B., Rohitaksha K., Manjunath K. Vanahalli, and Ashwin T S. "VisionTutor: An Adaptive Tutoring Platform for Real-Time Progressive Learning." In Proc. International Conference on Computers in Education (ICCE 2025), Chennai, India, 2025.

43. Aarsh Desai, N.V.J.K. Kartik, Priyesh Gupta, Vinayak M., Manjunath K. Vanahalli, Ramkumar Rajendran, Ashwin T S, and Gautam Biswas. "Exploring Emotional Trajectories through Valence and Arousal in Open-Ended Math Learning Environments." In Proc. International Conference on Technology for Education (T4E 2025).

44. Akash Nayak, Ayush Pareek, Aditya Raj, Gaurang Belekar, Manjunath K. Vanahalli, Ashwin T S, and Ramkumar Rajendran. "The Pose of Participation: Recognizing Active, Semi-Active, and Passive States in Co-Located Collaborative Learning." In Proc. International Conference on Technology for Education (T4E 2025).

45. Umesh Timalsina, Eduardo Davalos, Nihar Purshottam Sanda, Yike Zhang, Joyce Horn Fonteles, Ashwin T S, and Gautam Biswas. "SyncFlow: A Scalable Platform for Multimodal Learning Analytics." In Proc. United States Research Software Engineer Conference (US-RSE 2025), Philadelphia, PA, 2025.

46. Mengxi Zhou, Joshua Danish, Joyce Horn Fonteles, Eduardo Davalos, Efrat Ayalon, Alicia C. Lane, Ashwin T S, and Namrata Srivastava. "Interaction Analysis Practice Within Computational Trends: Promises and Challenges." In Proc. 19th International Conference of the Learning Sciences (ICLS 2025), 2644-2646, ISLS, 2025.

47. Clayton Cohn, Joyce Horn Fonteles, Caitlin Snyder, Namrata Srivastava, Ashwin T S, Desmond Campbell, Justin Montenegro, and Gautam Biswas. "Exploring the Design of Pedagogical Agent Roles in Collaborative STEM+C Learning." In Proc. 18th International Conference on Computer-Supported Collaborative Learning (CSCL 2025), 330-334, ISLS, 2025.

48. Yash Petkar, Ritesh Bakare, Aarya Teli, Prerna Rawale, Kapil Kadam, and Ashwin T S. "Sign Buddy: An Innovative Sign Language App for Communication." In Proc. International Conference on Technology for Education (T4E 2024), Vol. 1, Springer Nature, 2025.

49. Kent Etherton, Katelyn Kay, Divya Mereddy, Ashwin T S, Marcos Quinones-Grueiro, Gautam Biswas, Richard Strilka, W. Tyler Davis, Lane Frasier, and Benjamin Goldberg. "Integrating Human-Object Interaction and Gaze Analysis towards Performance Assessment in CCAT Advanced Mixed-Reality Training." In Military Health System Research Symposium (MHSRS 2026), Orlando, FL, USA, 2026. (Poster)

50. Ashwin T S, Nihar Sanda, Austin Coursey, Vaibhav Gupta, and Gautam Biswas. "Retaining Emotions, Removing Identity: Valence-Arousal Guided De-Identification for Educational Applications." In Proc. 41st ACM/SIGAPP Symposium on Applied Computing (SAC 2026), 87-94, 2026.

51. Ashwin T S, Srigowri Mayasandra Prasanna, Joyce Horn Fonteles, and Gautam Biswas. "A Multimodal Study of Emotion Regulation in Student Dyads During Computational Model Building." In Proc. Annual Meeting of the International Society of the Learning Sciences (ISLS 2026), 2026.

52. Jiayi Zhang, Conrad Borchers, Clayton Cohn, Namrata Srivastava, Caitlin Snyder, Siyuan Guo, Ashwin T S, Naveeduddin Mohammed, Haley Noh, and Gautam Biswas. "Using Large Language Models to Detect Socially Shared Regulation of Collaborative Learning." In Proc. 16th International Learning Analytics and Knowledge Conference (LAK26), 883-890, 2026.

53. Joyce Horn Fonteles, Nithin Sivakumaran, Clayton Cohn, Austin Coursey, Shoubin Yu, Elias Stengel-Eskin, Ashwin T S, Mohit Bansal, and Gautam Biswas. "A Novel Approach to Evaluating the Effectiveness of Large Language Models for Multimodal Analysis of Embodied Learning in Classrooms." In Proc. 16th International Learning Analytics and Knowledge Conference (LAK26), 536-546, 2026.

1. Shailja Dalmia, Aditya Sriram and Ashwin T S, (2021) "Genetic Algorithm-Based Optimization of Clustering Data Points by Propagating Probabilities." In: Mandal J.K., Mukherjee I., Bakshi S., Chatterji S., Sa P.K. (eds) Computational Intelligence and Machine Learning. Advances in Intelligent Systems and Computing, vol 1276. Springer, Singapore.  [Link]

2. Karthik, K., Krishnan, G. S., Shetty, S., Bankapur, S. S., Kolkar, R. P., Ashwin, T. S., & Vanahalli, M. K. (2021). Analysis and Prediction of Fantasy Cricket Contest Winners Using Machine Learning Techniques. In Evolution in Computational Intelligence (pp. 443-453). Springer, Singapore. [Link

3. Md. Shahzad Alam, Ashwin T.S, and G. Ram Mohana Reddy, (2020) "Optimized Object Detection Technique in Video Surveillance System Using Depth Images" In Smart Computing Paradigms: New Progresses and Challenges (pp. 19-27). Springer, Singapore. ISSN: 2194-5357 [Link]

4. Abraham Gerard Sebastian, Shreya Singh, Manikanta Pbt, Ashwin T S and G Ram Mohana Reddy (2019) "Multimodal Group Activity State Detection for Classroom Response System Using Convolutional Neural Networks" In Recent Findings in Intelligent Computing Techniques (pp. 245-251). Springer, Singapore. DOI: 10.1007/978-981-10-8639-7_20  [Link]

5. Rohit Sharma, Ashwin T S and Ram Mohana Reddy Guddeti (2019). A Novel Real-Time Face Detection System Using Modified Ane Transformation and Haar Cascades. In Recent Findings in Intelligent Computing Techniques (pp. 193-204). Springer, Singapore. DOI: 10.1007/978-981-10-8639-7_25  [Link]

6. Abhishek Tripathi, Dg Manasa, Rakshitha K, Ashwin T S and G Ram Mohan Reddy (2018). Role of Intensity of Emotions for Effective Personalized Video Recommendation: A Reinforcement Learning Approach. In Recent Findings in Intelligent Computing Techniques (pp. 507-517). Springer, Singapore. DOI: 10.1007/978-981-10-8633-5_50  [Link]

7. Syed Mohammed Yousuff Hussain, Chaudary Sugandh Kumar, Meghana Np, Ashwin T S and Reddy Guddeti Ram Mohan (2018). Zigbee-Based Wearable Device for Elderly Health Monitoring with Fall Detection. In Recent Findings in Intelligent Computing Techniques (pp. 69-76). Springer, Singapore. DOI: 10.1007/978-981-10-8636-6_8 (Scopus Indexed).  [Link]

8. Ashwin T S and Ramkumar Rajendran. "Preserving Privacy of Face and Facial Expression in Computer Vision Data Collected in Learning Environments." In Artificial Intelligence in Education (AIED 2023), CCIS 1831, Springer, 2023.

9. Clayton Cohn, Surya Rayala, Caitlin Snyder, Joyce Horn Fonteles, Shruti Jain, Naveeduddin Mohammed, Umesh Timalsina, Sarah Burriss, Ashwin T S, Namrata Srivastava, Menton Deweese, Angela Eeds, and Gautam Biswas. "Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval-Augmented Generation (RAG)." In Handbook of AI in Education, Springer Nature, 2025.

10. Ashwin T S and Gautam Biswas. "Future Directions for Fair and Inclusive Educational AI." In Ethics in Artificial Intelligence in Learner-Centric Education, 91-108, UNESCO MGIEP, 2026.

11. Meenachi M. Anandha, K. Shivani, K. Karthik, and Ashwin T S. "Revolutionizing Student Placement Trends: The Role of Machine Learning Algorithm." In Advanced Computational Intelligence Techniques for Engineers, 176-202, Chapman and Hall/CRC, 2026.

WORKSHOP PAPERS

Namrata Srivastava, Sarah Burriss, Ashwin T S, Clayton Cohn, Naveeduddin Mohammed, Umesh Timalsina, Menton Deweese, Angela Eeds, and Gautam Biswas. "Centering Youth Perspectives in Agent Design: Piloting an Activity to Scaffold Discussions on Ethics and Agents." Workshop on Emerging Ethical Challenges in Learning Analytics and Educational Data Mining, ICCE 2025.

Nithish Chouti, Udayini Vedantham, Avaneesh Sundararajan, Nikhil Karthik, Manjunath K. Vanahalli, Ashwin T S, and Gautam Biswas. "Mapping Bias: Visualizing Valence-Arousal Distributions to Reveal Affective Gaps in Face Datasets." Workshop on Emerging Ethical Challenges in Learning Analytics and Educational Data Mining, ICCE 2025.

Joyce Horn Fonteles, Clayton Cohn, Divya Mereddy, Ashwin T S, and Gautam Biswas. "Exploring Agentic Multimodal Late Fusion With LLMs for Embodied Learning." Workshop on Multimodal Multiparty Learning Analytics (MMLA), EDM 2025.

Ashwin T S, Srigowri Mayasandra Prasanna, Joyce Horn Fonteles, and Gautam Biswas. "Do Emotion Recognition Models Generalize to Classrooms? Robustness and Fairness Analysis." CVPR 2026 Workshop on Computer Vision for Education (CV4Edu), 2026.

"System and Apparatus for Customizable Keyboard with Mouse", at Indian Patent Office with Application Number: 201641034429 [Link]