Latest Research in Machine Learning

12 research papers · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. Pretrained Medical Representations for the Practical Screening of Drug Repositioning Candidates
  2. Guideline-grounded retrieval-augmented generation for ophthalmic clinical decision support
  3. AgenTeeth: A Model-Agnostic Framework for Suppressing Hallucination in Frozen Vision-Language Models on Dental X-Rays via Tool Evidence Injection
  4. Option-Aware Retrieval and Task-Specific VLM Adaptation for Medical VQA
  5. Iterative Multimodal Retrieval-Augmented Generation for Medical Question Answering
  6. Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs
  7. Where Does the Signal Live? A Web Data Recipe for Medical Encoder Pretraining
  8. Separating Capability from Confidence: Grounded Dual-State Calibration for GRPO-Trained Medical Vision-Language Models
  9. MedWER: A Reproducible, Model-Free Evaluation Protocol for Medical Speech Recognition
  10. The illusion of clinical reasoning: a benchmark reveals the pervasive gap in vision-language models for clinical competency
  11. Clinical Reasoning Under a Partially Observed Objective in Cone Beam CT Report Generation
  12. SurgAnt-ViVQA: learning to anticipate surgical events through GRU-driven temporal cross-attention
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L3 Region - - 2026 Sep Q3

Machine Learning

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