Irene Ko, Sihui Dai, et al.
NeurIPS 2024
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)
Irene Ko, Sihui Dai, et al.
NeurIPS 2024
Amit Dhurandhar, Karthikeyan Natesan Ramamurthy, et al.
NeurIPS 2023
Katelyn Morrison, Zahra Ashktorab, et al.
AAAI 2025
Michael Hind, Dennis Wei, et al.
ICML 2020