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Mathias Funk

2 accepted papers

2026

Helmsman: Autonomous Synthesis of Federated Learning Systems via Collaborative LLM Agents

ICLR 2026poster

Federated Learning (FL) offers a powerful paradigm for training models on decentralized data, but its promise is often undermined by the immense complexity of designing and deploying robust systems. The need to select, combine, and tune strategies for multifaceted challenges like data heterogeneity…

Cited by 0SourcecodeScholar
2026

StethoLM: Audio Language Model for Cardiopulmonary Analysis Across Clinical Tasks

ICML 2026poster

Listening to heart and lung sounds — auscultation — is one of the first and most fundamental steps in a clinical examination. Despite being fast and non-invasive, it demands years of experience to interpret subtle audio cues. Recent deep learning methods have made progress in automating cardiopulmon…

Cited by 0SourceScholar