Michael Hind, Dennis Wei, et al.
ICML 2020
We present the TherapyView, a demonstration system to help therapists visualize the dynamic contents of past treatment sessions, enabled by the state-of-the-art neural topic modeling techniques to analyze the topical tendencies of various psychiatric conditions and deep learning-based image generation engine to provide a visual summary. The system incorporates temporal modeling to provide a time-series representation of topic similarities at a turn-level resolution and AI-generated artworks given the dialogue segments to provide a concise representations of the contents covered in the session, offering interpretable insights for therapists to optimize their strategies and enhance the effectiveness of psychotherapy. This system provides a proof of concept of AI-augmented therapy tools with e in-depth understanding of the patient’s mental state and enabling more effective treatment. (Video demonstrating the system: https://youtu.be/TdE5FR4i550)
Michael Hind, Dennis Wei, et al.
ICML 2020
Samuel Ackerman, Ella Rabinovich, et al.
EMNLP 2024
Tim Erdmann, Sarath Swaminathan, et al.
APS March Meeting 2024
Georgia Perakis, Wei Sun, et al.
AISTATS 2024