Postdoctoral Researcher in Multimodal Reasoning Models for Oncology — ETH Zürich

NeuCHF 62'000 - 94'000
ETH Zürich · Basel (BS)
Categoria: Ricerca Contratto: fixed-term Salario: CHF 62'000 - 94'000
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Basel
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fixed-term
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Postdoctoral Researcher in Multimodal Reasoning Models for Oncology

100%, Basel, fixed-term print Drucken

We are seeking an exceptional and highly motivated Postdoctoral Researcher to lead research on multimodal reasoning models for oncology.

Weitere Details

  • 100%, Basel, fixed-term
  • This position is embedded within a highly interdisciplinary collaboration between ETH Zurich, Kaiko.ai, and clinical partners, offering an opportunity to advance foundational AI research while working toward real-world translation in oncology. Reasoning Models for Oncology
  • Development and adaptation of oncology-focused foundation models capable of reasoning over complex clinical questions, including diagnosis, molecular interpretation, treatment selection, and longitudinal care. Multimodal language model architectures
  • Development of uncertainty-aware and safety-aware reasoning behavior Reasoning Strategies, Agents, and Tool Use
  • Development of model workflows that can use external tools and knowledge sources in a reliable and auditable way.
  • Citation-grounded and traceable outputs suitable for expert review Process Supervision and Post-Training
  • Calibration, abstention, and safety-aware optimization Clinical Evaluation and Safety
  • Evaluation of oncology reasoning models in clinically meaningful settings. Key evaluation dimensions include: Guideline concordance
  • Diagnostic and therapeutic reasoning quality Molecular interpretation accuracy Tool-use reliability Citation quality and evidence grounding
  • Trace auditability and clinician-in-the-loop evaluation

Notizen und Originalinhalt

  • This position is embedded within a highly interdisciplinary collaboration between ETH Zurich, Kaiko.ai, and clinical partners, offering an opportunity to advance foundational AI research while working toward real-world translation in oncology.
  • Job description
  • Reasoning Models for Oncology
  • Development and adaptation of oncology-focused foundation models capable of reasoning over complex clinical questions, including diagnosis, molecular interpretation, treatment selection, and longitudinal care.
  • This may include:
  • Multimodal language model architectures
  • Development of uncertainty-aware and safety-aware reasoning behavior
  • Reasoning Strategies, Agents, and Tool Use
  • Examples include:
  • Citation-grounded and traceable outputs suitable for expert review
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