| 2022 | EMNLP | Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios. | Zhuohao Chen, Nikolaos Flemotomos, Zac E. Imel, David C. Atkins, Shrikanth Narayanan |
| 2022 | IJCAI | Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach (Extended Abstract). | Ashish Sharma, Inna W. Lin, Adam S. Miner, David C. Atkins, Tim Althoff |
| 2021 | WWW | Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach. | Ashish Sharma, Inna W. Lin, Adam S. Miner, David C. Atkins, Tim Althoff |
| 2020 | ACL | Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations. | Karan Singla, Zhuohao Chen, David C. Atkins, Shrikanth Narayanan |
| 2020 | EMNLP | A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support. | Ashish Sharma, Adam S. Miner, David C. Atkins, Tim Althoff |
| 2019 | ACL | Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes. | Jie Cao, Michael Tanana, Zac E. Imel, Eric Poitras, David C. Atkins, Vivek Srikumar |
| 2019 | ICASSP | Improving the Prediction of Therapist Behaviors in Addiction Counseling by Exploiting Class Confusions. | Zhuohao Chen, Karan Singla, James Gibson, Dogan Can, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan |
| 2019 | ICASSP | Role Specific Lattice Rescoring for Speaker Role Recognition from Speech Recognition Outputs. | Nikolaos Flemotomos, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |
| 2019 | Interspeech | Identifying Therapist and Client Personae for Therapeutic Alliance Estimation. | Victor R. Martinez, Nikolaos Flemotomos, Victor Ardulov, Krishna Somandepalli, Simon B. Goldberg, Zac E. Imel, David C. Atkins, Shrikanth Narayanan |
| 2019 | Interspeech | Modeling Interpersonal Linguistic Coordination in Conversations Using Word Mover's Distance. | Md. Nasir, Sandeep Nallan Chakravarthula, Brian R. W. Baucom, David C. Atkins, Panayiotis G. Georgiou, Shrikanth Narayanan |
| 2018 | Interspeech | Language Features for Automated Evaluation of Cognitive Behavior Psychotherapy Sessions. | Nikolaos Flemotomos, Victor R. Martinez, James Gibson, David C. Atkins, Torrey A. Creed, Shrikanth S. Narayanan |
| 2018 | Interspeech | Computational Modeling of Conversational Humor in Psychotherapy. | Anil Ramakrishna, Timothy Greer, David C. Atkins, Shrikanth S. Narayanan |
| 2018 | Interspeech | Using Prosodic and Lexical Information for Learning Utterance-level Behaviors in Psychotherapy. | Karan Singla, Zhuohao Chen, Nikolaos Flemotomos, James Gibson, Dogan Can, David C. Atkins, Shrikanth S. Narayanan |
| 2017 | Interspeech | Attention Networks for Modeling Behaviors in Addiction Counseling. | James Gibson, Dogan Can, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |
| 2016 | Interspeech | A Deep Learning Approach to Modeling Empathy in Addiction Counseling. | James Gibson, Dogan Can, Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan |
| 2016 | Interspeech | Laughter Valence Prediction in Motivational Interviewing Based on Lexical and Acoustic Cues. | Rahul Gupta, Nishant Nath, Taruna Agrawal, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |
| 2016 | Interspeech | Behavioral Coding of Therapist Language in Addiction Counseling Using Recurrent Neural Networks. | Bo Xiao, Dogan Can, James Gibson, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan |
| 2016 | NAACL | Is Sentiment in Movies the Same as Sentiment in Psychotherapy? Comparisons Using a New Psychotherapy Sentiment Database. | Michael Tanana, Aaron Dembe, Christina Soma, Zac E. Imel, David C. Atkins, Vivek Srikumar |
| 2015 | Interspeech | A dialog act tagging approach to behavioral coding: a case study of addiction counseling conversations. | Dogan Can, David C. Atkins, Shrikanth S. Narayanan |
| 2015 | Interspeech | Assessing empathy using static and dynamic behavior models based on therapist's language in addiction counseling. | Sandeep Nallan Chakravarthula, Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou |
| 2015 | Interspeech | Predicting therapist empathy in motivational interviews using language features inspired by psycholinguistic norms. | James Gibson, Nikolaos Malandrakis, Francisco Romero, David C. Atkins, Shrikanth S. Narayanan |
| 2015 | Interspeech | Analysis and modeling of the role of laughter in motivational interviewing based psychotherapy conversations. | Rahul Gupta, Theodora Chaspari, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |
| 2015 | Interspeech | Analyzing speech rate entrainment and its relation to therapist empathy in drug addiction counseling. | Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan |
| 2015 | NAACL | Recursive Neural Networks for Coding Therapist and Patient Behavior in Motivational Interviewing. | Michael Tanana, Kevin Hallgren, Zac E. Imel, David C. Atkins, Padhraic Smyth, Vivek Srikumar |
| 2014 | Interspeech | Predicting client's inclination towards target behavior change in motivational interviewing and investigating the role of laughter. | Rahul Gupta, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |
| 2014 | Interspeech | Modeling therapist empathy through prosody in drug addiction counseling. | Bo Xiao, Daniel Bone, Maarten Van Segbroeck, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan |
| 2013 | Interspeech | Modeling therapist empathy and vocal entrainment in drug addiction counseling. | Bo Xiao, Panayiotis G. Georgiou, Zac E. Imel, David C. Atkins, Shrikanth S. Narayanan |
| 2012 | Interspeech | A Case Study: Detecting Counselor Reflections in Psychotherapy for Addictions using Linguistic Features. | Dogan Can, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan |