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Related papers: Local dynamic mode of Cognitive Behavioral Therapy

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Text-based computational approaches for assessing the quality of psychotherapy are being developed to support quality assurance and clinical training. However, due to the long durations of typical conversation based therapy sessions, and…

Computation and Language · Computer Science 2022-03-22 Zhuohao Chen , Nikolaos Flemotomos , Karan Singla , Torrey A. Creed , David C. Atkins , Shrikanth Narayanan

During a psychotherapy session, the counselor typically adopts techniques which are codified along specific dimensions (e.g., 'displays warmth and confidence', or 'attempts to set up collaboration') to facilitate the evaluation of the…

Computation and Language · Computer Science 2021-10-26 Nikolaos Flemotomos , Victor R. Martinez , Zhuohao Chen , Torrey A. Creed , David C. Atkins , Shrikanth Narayanan

Large language models show potential for scalable mental-health support by simulating Cognitive Behavioral Therapy (CBT) counselors. However, existing methods often rely on static cognitive profiles and omniscient single-agent simulation,…

Computation and Language · Computer Science 2026-04-09 Chang Liu , Changsheng Ma , Yongfeng Tao , Bin Hu , Minqiang Yang

Cognitive Behavioral Therapy (CBT) is a goal-oriented psychotherapy for mental health concerns implemented in a conversational setting with broad empirical support for its effectiveness across a range of presenting problems and client…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-16 Zhuohao Chen , Nikolaos Flemotomos , Victor Ardulov , Torrey A. Creed , Zac E. Imel , David C. Atkins , Shrikanth Narayanan

Cognitive Behavioral Therapy (CBT) aims to identify and restructure automatic negative thoughts pertaining to involuntary interpretations of events, yet existing counseling agents struggle to identify and address them in dialogue settings.…

Artificial Intelligence · Computer Science 2026-04-07 Jihyun Lee , Yejin Min , Yejin Jeon , SungJun Yang , Hyounghun Kim , Gary Geunbae Lee

Traditional in-person psychological counseling remains primarily niche, often chosen by individuals with psychological issues, while online automated counseling offers a potential solution for those hesitant to seek help due to feelings of…

Cognitive Behavioral Therapy (CBT) is a proven approach for addressing the irrational thought patterns associated with mental health disorders, but its effectiveness relies on accurately identifying cognitive pathways to provide targeted…

Artificial Intelligence · Computer Science 2025-07-01 Bosubabu Sambana , Kondreddygari Archana , Suram Indhra Sena Reddy , Shaik Meethaigar Jameer Basha , Shaik Karishma

This study introduces a novel mechanistic modeling and statistical framework for analyzing motion energy dynamics within psychotherapy sessions. We transform raw motion energy data into an interpretable narrative of therapist-patient…

Neurons and Cognition · Quantitative Biology 2023-07-21 Itai Dattner

Psychotherapy reaches only a small fraction of individuals suffering from mental disorders due to social stigma and the limited availability of therapists. Large language models (LLMs), when equipped with professional psychotherapeutic…

Computation and Language · Computer Science 2025-09-04 Yougen Zhou , Ningning Zhou , Qin Chen , Jie Zhou , Aimin Zhou , Liang He

As we build towards developing interactive systems that can recognize human emotional states and respond to individual needs more intuitively and empathetically in more personalized and context-aware computing time. This is especially…

Human-Computer Interaction · Computer Science 2024-06-25 Rahul Islam , Sang Won Bae

Counseling is usually conducted through spoken conversation between a therapist and a client. The empathy level of therapist is a key indicator of outcomes. Presuming that therapist's empathy expression is shaped by their past behavior and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-05 Dehua Tao , Tan Lee , Harold Chui , Sarah Luk

Beyond conventional productivity metrics, human interaction and collaboration dynamics merit careful consideration in our increasingly digital workspace. This research proposes a conjectural neuro-adaptive room that enhances group…

Neural and Evolutionary Computing · Computer Science 2024-10-30 Adán Flores-Ramírez , Ángel Mario Alarcón-López , Sofía Vaca-Narvaja , Daniela Leo-Orozco

Young people's mental well-being is a global concern, with peer support playing a key role in daily emotional regulation. Conversational agents are increasingly viewed as promising tools for delivering accessible, personalised peer support,…

Human-Computer Interaction · Computer Science 2025-12-01 Ruoyu Wen , Xiaoli Wu , Kunal Gupta , Simon Hoermann , Mark Billinghurst , Alaeddin Nassani , Dwain Allan , Thammathip Piumsomboon

Learning shared structure across environments facilitates rapid learning and adaptive behavior in neural systems. This has been widely demonstrated and applied in machine learning to train models that are capable of generalizing to novel…

Machine Learning · Statistics 2025-04-09 Ayesha Vermani , Josue Nassar , Hyungju Jeon , Matthew Dowling , Il Memming Park

Cognitive behavioural therapy is widely used to help patients understand and manage psychological distress. It is often delivered through spoken conversation, where therapists attend not only to what patients say, but also to how they say…

Equipping current decision-making tools with notions of fairness, equitability, or other ethically motivated outcomes, is one of the top priorities in recent research efforts in machine learning, AI, and optimization. In this paper, we…

Optimization and Control · Mathematics 2022-06-27 Andrea Simonetto , Ivano Notarnicola

In contemporary society, the issue of psychological health has become increasingly prominent, characterized by the diversification, complexity, and universality of mental disorders. Cognitive Behavioral Therapy (CBT), currently the most…

Computation and Language · Computer Science 2024-07-26 Hao Shen , Zihan Li , Minqiang Yang , Minghui Ni , Yongfeng Tao , Zhengyang Yu , Weihao Zheng , Chen Xu , Bin Hu

This review provides a dynamical systems perspective on psychiatric symptoms and disease, and discusses its potential implications for diagnosis, prognosis, and treatment. After a brief introduction into the theory of dynamical systems, we…

Neurons and Cognition · Quantitative Biology 2018-09-18 Daniel Durstewitz , Quentin J. M. Huys , Georgia Koppe

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

Computation and Language · Computer Science 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

Access to mental healthcare is increasingly strained by workforce shortages and rising demand, motivating the development of intelligent systems that can support mental healthcare experts. We introduce coTherapist, a unified framework…

Computation and Language · Computer Science 2026-01-28 Prottay Kumar Adhikary , Reena Rawat , Tanmoy Chakraborty
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