Personalized State-Transition-Aware Memory for Clinical Agents

arXiv:2609.38490 · cs.CL, cs.AI · Submitted 2026-09-29 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Benchmark — 31× in this paper · explained in 2 episodes
• Full Context — 30× in this paper
• RAG — 22× in this paper · explained in 3 episodes
• Accuracy — 14× in this paper · explained in 1 episode
• Ablation — 13× in this paper · explained in 1 episode
• Calibration — 13× in this paper · explained in 7 episodes
• Agent Memory — 7× in this paper · explained in 1 episode
• Decode — 6× in this paper · explained in 2 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• AI Agents — 2× in this paper · explained in 2 episodes
• APEX — 2× in this paper · explained in 1 episode
• Adaptation — 2× in this paper · explained in 1 episode
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Knowledge Graph — 2× in this paper · explained in 7 episodes
• Large Language Model (LLM) — 2× in this paper · explained in 3 episodes
• LoRA Adapters — 2× in this paper · explained in 3 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Scaffolding — 2× in this paper · explained in 3 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Amortization — 1× in this paper · explained in 1 episode
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Exchangeability — 1× in this paper · explained in 2 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• KV cache — 1× in this paper · explained in 3 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Query Complexity — 1× in this paper · explained in 2 episodes
• Self-Evolving Agents — 1× in this paper · explained in 2 episodes
• Temporal Reasoning — 1× in this paper · explained in 2 episodes

Sources

• MedCache: Efficient and Temporally Valid Memory for Longitudinal Clinical Agents
• STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
• MemOS: A Memory OS for AI System
• Zep: A Temporal Knowledge Graph Architecture for Agent Memory
• A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory
• ClinicalBench: Stress-Testing Assertion-Aware Retrieval for Cross-Admission Clinical QA on MIMIC-IV
• ClinTraceBench: Source-Verifiable Longitudinal Clinical Reasoning over EHR-Derived Dialogues
• MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare
• TOKI: A Bitemporal Operator Algebra for Contradiction Resolution in LLM-Agent Persistent Memory
• LongMedBench: Benchmarking Medical Agents for Long-Horizon Clinical Decision-Making
• Temporal Validity in Retrieval Memory: Eliminating Stale-Fact Errors for AI Agents over Evolving Knowledge
• Qwen3 Technical Report
• MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory
• MedLoCoMo: A Long-Context Multi-Session Medical Dialogue Benchmark for Large Language Models

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