Jobs Companies Epsilon Labs, Inc. Research Scientist - Vision-Language Modeling

Sobre esta vaga de Research Scientist - Vision-Language Modeling na Epsilon Labs, Inc.

Epsilon Labs, Inc. · San Francisco, CA

About Us

We're tackling one of healthcare's most critical challenges in medical imaging and diagnostics. Our company operates at the intersection of cutting-edge AI and clinical practice, building technology that directly impacts patient outcomes. We've assembled one of the industry's most comprehensive and diverse medical imaging datasets and have a proven product-market fit with a substantial customer pipeline already in place.

Role Overview

We're seeking a Research Scientist with deep expertise in Vision Language Modeling (VLMs) to join our ML team. You'll be at the forefront of developing and deploying state-of-the-art multimodal models for clinical use in radiology settings. This role focuses on training and fine-tuning vision-language models (VLMs) that can generate accurate & grounded radiology reports across multiple imaging modalities including X-rays, CT scans, and MRI. You'll work with one of the largest and most diverse medical imaging datasets in the industry, advancing the state-of-the-art in grounded medical report generation, model alignment, and inference-time reasoning while maintaining the clinical rigor required for healthcare deployment.

Key Responsibilities

  • Design, train, and scale vision-language foundation models for radiology applications.

  • Develop and implement advanced post-training strategies including preference optimization (DPO, IPO, KTO), reinforcement learning from human feedback (RLHF), and other alignment techniques to improve clinical accuracy and reduce hallucinations.

  • Research and deploy inference-time compute scaling techniques such as chain-of-thought reasoning, self-refinement, and test-time training to enhance model performance on complex diagnostic cases.

  • Pioneer grounded report generation capabilities, enabling models to spatially localize findings within medical images using bounding boxes or segmentation masks.

  • Design rigorous evaluation frameworks that assess text for medical accuracy and writing style.

  • Contribute hands-on to all stages of model development including dataset curation, architecture design, distributed training, post-training optimization, and production deployment.

  • Stay current with cutting-edge research in vision-language modeling, medical AI, and model alignment techniques.

  • Drive research and technical excellence through conference publications and technical blog posts, establishing best practices for training robust medical VLMs at scale.

Qualifications

  • 6+ years of academia/industry experience in vision-language modeling, multimodal learning, or related fields

  • Deep expertise in training and fine-tuning large vision-language models (e.g., LLaVA, Flamingo, CogVLM, Qwen-VL, or similar architectures)

  • Strong foundation in modern post-training techniques including:

    • Preference optimization methods (DPO, IPO, ORPO, KTO)

    • RLHF and reward modeling

    • Inference-time compute scaling and reasoning strategies

    • Constitutional AI and other alignment techniques

  • Track record of implementing complex models from research papers and adapting them to new domains

  • Proficiency in PyTorch or JAX, with experience training large models on multi-GPU/distributed systems

  • Experience with autoregressive language modeling and instruction tuning

  • Hands-on experience with medical imaging applications, particularly radiology report generation

  • Strong software engineering skills and ability to write production-quality code

Preferred Qualifications

  • Publications at top-tier conferences (NeurIPS, ICML, ICLR, CVPR, ACL, EMNLP, MICCAI)

  • Experience with grounded generation tasks (visual grounding, referring expression comprehension)

  • Knowledge of evaluation methodologies for long-form generation, including factuality assessment and hallucination detection

  • Experience with 3D medical image processing and temporal modeling

  • Familiarity with clinical NLP and medical knowledge representation

  • Experience with model interpretability, explainability, and uncertainty quantification in safety-critical applications

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