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Knowledge-augmented Agentic AI for Mental Health Medication Information Seeking

BACKGROUND
1 SIGNALFIRST DETECTED 26 June 2026
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14 May
An Agentic LLM-Based Framework for Population-Scale Mental Health Screening

arXiv:2605.13046v1 Announce Type: new Abstract: Mental health disorders affect millions worldwide, and healthcare systems are increasingly overwhelmed by the volume of clinical

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20 Mar
TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots

arXiv:2603.18008v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used for mental-health support; yet prevailing evaluation methods--fluency metrics,

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12 May
Measuring What Matters: Benchmarking Generative, Multimodal, and Agentic AI in Healthcare

arXiv:2605.08445v1 Announce Type: new Abstract: AI models are increasingly deployed in live clinical environments where they must perform reliably across complex, high-stakes

REPORT · WHERE · ArXiv CS.AIOPEN STORY
22 May
GraphDiffMed: Knowledge-Constrained Differential Attention with Pharmacological Graph Priors for Medication Recommendation

arXiv:2605.20188v1 Announce Type: cross Abstract: Recommending safe and effective medication combinations from electronic health records (EHRs) is a core clinical AI problem, yet

REPORT · WHAT · ArXiv CS.AIOPEN STORY
23 Jun
DrugBench: Evaluating AI Control Protocols for Medication Harm Mitigation

arXiv:2606.20663v1 Announce Type: new Abstract: Large Language Models have the potential to expand and improve the access to clinical information by enabling new ways of

REPORT · WHAT · ArXiv CS.AIOPEN STORY
27 Apr
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond

arXiv:2604.22748v1 Announce Type: new Abstract: As AI systems move from generating text to accomplishing goals through sustained interaction, the ability to model environment

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20 Mar
HypeMed: Enhancing Medication Recommendations with Hypergraph-Based Patient Relationships

arXiv:2603.18459v1 Announce Type: cross Abstract: Medication recommendations aim to generate safe and effective medication sets from health records. However, accurately

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21 Apr
DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI

arXiv:2604.15456v1 Announce Type: new Abstract: Trustworthiness and transparency are essential for the clinical adoption of artificial intelligence (AI) in healthcare and

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