Conversational Agents in Therapeutic Interventions for Neurodevelopmental Disorders: A Survey
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Abstract (arXiv)
Neurodevelopmental Disorders (NDD) are a group of conditions with onset in the developmental period characterized by deficits in the cognitive and social areas. Conversational agents have been increasingly explored to support therapeutic interventions for people with NDD. This survey provides a structured view of the crucial design features of these systems, the types of therapeutic goals they address, and the empirical methods adopted for their evaluation. From this analysis, we elaborate a set of recommendations and highlight the gaps left unsolved in the state of the art, upon which we ground a research agenda on conversational agents for NDD.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 2 Dec 2021.
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Citing papers per year: 2024: 1; 2025: 2; 2026: 3.
6 papers.
- 2024A Scalable and Effective Alternative to Graph Transformerscited by 4
- 2025Empathetic Conversational Agents: Utilizing Neural and Physiological Signals for Enhanced Empathetic Interactionscited by 3
- 2025SFi-Former: Sparse Flow Induced Attention for Graph Transformercited by 1
- 2026The Structural Origin of Attention Sink: Variance Discrepancy, Super Neurons, and Dimension Disparitycited by 1
- 2026Inclusive AI for Group Interactions: Predicting Gaze-Direction Behaviors in People with Intellectual and Developmental Disabilitiescited by 0
- 2026Evaluating the Effects of Prompt Perturbation on Bias and Hallucination in Large Language Modelscited by 0
- 2026Evaluating the Effects of Prompt Perturbation on Bias and Hallucination in Large Language Models18 Sep 2026
- 2026The Structural Origin of Attention Sink: Variance Discrepancy, Super Neurons, and Dimension Disparity7 May 2026
- 2026Inclusive AI for Group Interactions: Predicting Gaze-Direction Behaviors in People with Intellectual and Developmental Disabilities15 Mar 2026
- 2025SFi-Former: Sparse Flow Induced Attention for Graph Transformer29 Apr 2025
- 2025Empathetic Conversational Agents: Utilizing Neural and Physiological Signals for Enhanced Empathetic Interactions14 Jan 2025
- 2024A Scalable and Effective Alternative to Graph Transformers17 Jun 2024