5 papers
CORTEX: A Verified Experience Layer for Generalist Agents
Garapati Keerthana, Manik Gupta
An agent can solve a task today and face the same task under new facts, tools, or governing knowledge tomorrow. Most agent systems can retrieve relevant text or recall prior conver…
CLAIRE: A Schema-Grounded Hybrid Workflow for Healthcare Administrative Form Completion
Garapati Keerthana, Manik Gupta
Healthcare administrative staff transfer structured information from electronic health records, referrals, claims systems, provider rosters, and work queues into dynamic forms. We…
Towards Emotionally Intelligent and Responsible Reinforcement Learning
Garapati Keerthana, Manik Gupta
Personalized decision systems in healthcare and behavioral support often rely on static rule-based or engagement-maximizing heuristics that overlook users' emotional context and et…
DENSE: Longitudinal Progress Note Generation with Temporal Modeling of Heterogeneous Clinical Notes Across Hospital Visits
Garapati Keerthana, Manik Gupta
Progress notes are among the most clinically meaningful artifacts in an Electronic Health Record (EHR), offering temporally grounded insights into a patient's evolving condition, t…
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs
Garapati Keerthana, Manik Gupta
Large language models (LLMs), including zero-shot and few-shot paradigms, have shown promising capabilities in clinical text generation. However, real-world applications face two k…