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Georgios Margaritis

4 papers hereh-index 329 citations5 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author1
  • last author2

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • math.OC2
  • cs.AI1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20232025
most citedGlobal Optimization: A Machine Learning Approach

16 citations · 19 across the 4 of their papers we have counts for

collaborators

4 papers

cs.AI2025

Holistic Artificial Intelligence in Medicine; improved performance and explainability

Periklis Petridis, Georgios Margaritis, Vasiliki Stoumpou +1

With the increasing interest in deploying Artificial Intelligence in medicine, we previously introduced HAIM (Holistic AI in Medicine), a framework that fuses multimodal data to so…

cs.LG2025★ 2 cited

Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning

Georgios Margaritis, Periklis Petridis, Dimitris J. Bertsimas

Recent advancements in machine learning (ML), natural language processing (NLP), and foundational models have shown promise for real-life applications in critical, albeit compute-c…

math.OC2024★ 1 cited

Robust and Adaptive Optimization under a Large Language Model Lens

Dimitris Bertsimas, Georgios Margaritis

In this paper, we explore the application of ChatGPT in the domain of Robust and Adaptive Robust Optimization. We demonstrate that with appropriate prompting, ChatGPT can be used t…

math.OC2023★ 16 cited

Global Optimization: A Machine Learning Approach

Dimitris Bertsimas, Georgios Margaritis

Many approaches for addressing Global Optimization problems typically rely on relaxations of nonlinear constraints over specific mathematical primitives. This is restricting in app…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.