LabCompass

Efstathia Soufleri

Computer Science · Purdue University West Lafayette

Early career · publishing since 2019Rising activity

Publications

18

Citations

31

Est. group size

Recurring co-author estimate

Active years

8

Publishing since 2019

Research summary
AI-generated

Efstathia Soufleri works in computer science on the intersection of machine learning privacy, robustness, and applications in areas like mental health, finance, and video understanding. Recent work spans differentially private classifiers for social media mental health analysis, benchmarking large language models for financial and multilingual tasks, and studying how deep learning models memorize or leak information through metrics like loss curvature. This suggests a research profile combining core machine learning methods (privacy, robustness, model compression) with applied projects in healthcare, finance, and social media analysis.

Privacy-preserving machine learningModel robustness and adversarial/out-of-distribution detectionLarge language model benchmarking (finance, multilingual)Mental health and social media analysis using AIEfficient video understanding and compression

Publication output has grown notably in recent years, rising from little to no activity in the early-to-mid 2010s decade to a peak of several papers per year in 2024-2026.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 3.0/year recently
17182019: 2 publications19202021: 1 publication212022: 2 publications22232024: 4 publications242025: 6 publications6252026: 3 publications26
Publishes in
  • arXiv (Cornell University)×7
  • IEEE Access×1
  • Frontiers in Digital Health×1
  • 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)×1
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This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 20, 2026.

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