Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain

Correction: Editorial: Socioeconomic inequalities in digital health

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Development and Validation of an Electronic Health Record–Based Algorithm for Identifying Patients With Long-Term Opioid Therapy: Cross-Sectional Study

Background: Health care providers must carefully monitor patients receiving long-term opioid therapy (LTOT) to minimize risks and maximize benefits. Yet, algorithms to support intervention during

Scalable Multi-Objective and Meta Reinforcement Learning via Gradient Estimation

arXiv:2511.12779v2 Announce Type: replace-cross Abstract: We study the problem of efficiently estimating policies that simultaneously optimize multiple objectives in reinforcement learning (RL). Given $n$ objectives

Revisiting the Scaling Properties of Downstream Metrics in Large Language Model Training

arXiv:2512.08894v1 Announce Type: cross Abstract: While scaling laws for Large Language Models (LLMs) traditionally focus on proxy metrics like pretraining loss, predicting downstream task performance

TS-PEFT: Unveiling Token-Level Redundancy in Parameter-Efficient Fine-Tuning

arXiv:2511.16147v2 Announce Type: replace-cross Abstract: Current Parameter-Efficient Fine-Tuning (PEFT) methods typically operate under an implicit assumption: once a target module is selected, every token passing