LabCompass

Mohammad Pedramfar

Decision Sciences · Purdue University West Lafayette

OpenAlex
Mid career · publishing since 2013Rising activity
Advanced Bandit Algorithms ResearchStochastic Gradient Optimization TechniquesComplexity and Algorithms in GraphsSparse and Compressive Sensing TechniquesMathematical Dynamics and Fractals

Publications

30

Citations

11

Est. group size

—

Recurring co-author estimate

Active years

14

Publishing since 2013

Research summary
AI-generated

Mohammad Pedramfar works on mathematical optimization and machine learning theory, focusing on techniques for optimizing difficult non-convex functions (including 'submodular' functions, which arise in problems like resource allocation and selection tasks), online learning and decision-making algorithms, and bandit/exploration problems used in reinforcement learning. His earlier work also touched on pure mathematics topics like fractal sets and dynamical systems. This research is largely theoretical, aiming to develop general frameworks and provable performance guarantees for algorithms.

Non-convex and submodular optimizationOnline convex optimization and meta-algorithmsBandit algorithms and exploration strategiesReinforcement learning theoryMathematical dynamics and fractal geometry

Publication output was sparse or absent before 2019, then grew substantially from 2023 onward, suggesting an increasingly active and productive recent period.

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

Publication cadence
Publications per year over the last 10 years — averaging 4.8/year recently
17182019: 2 publications192020: 2 publications202021: 1 publication21222023: 6 publications232024: 6 publications242025: 5 publications252026: 7 publications726
Recent publications
Publishes in
  • arXiv (Cornell University)×18
  • Open MIND×3
  • Advances in Mathematics×1
  • IEEE Transactions on Network and Service Management×1
  • Spiral (Imperial College London)×1
Similar researchers
By research-topic overlap
  • Tianyu Wang

    Decision Sciences · The Ohio State University

  • Yuanhanqing Huang

    Decision Sciences · Purdue University West Lafayette

  • Net Zhang

    Decision Sciences · The Ohio State University

  • Kaiyi Ji

    Computer Science · The Ohio State University

  • Miaolan Xie

    Computer Science · Purdue University West Lafayette

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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