Mostafa Touny
Mostafa Touny

RA at AUC

Currently

  • Research Assistant at The American University in Cairo
    • Co-advised by both Dr. Daoud Siniora and Dr. Amr El-Mougy.
    • Ethical Autonomous Vehicles with Provable Guarantees.
    • Combining Learning-driven Deep Reinforcement Learning with Proven Logical Model.

Interests

  • Computational Social Choice, and broadly economics & computation theory.
  • Provable algorithms on continuous structures.
  • Learning-augmented algorithms.
  • Trustworthy and Machine Learning Theory.

Vision

The internet revolutionized humanity’s connectivity, and AI revolutionized information flow, and yet rarely do we cooperate. Socialists have ambitions for Collective Intelligence, A paradigm of AI which enables coherent cooperation among the crowd, but it is not recognized in technical communities.

Theoretical research of optimization, fairness, and social-choice is active on combinatorial structures, but their applicability is limited. Practitioners train predictive models on crowds’ data, but their pragmatic methods lack theoretical understanding.

I aspire to:

  1. Study social choice on structures other than combinatorics, Probably on continuous data, Expanding novel ideas, techniques, and applications. I liked Generative Social Choice.

  2. Extend learning-augmented algorithms on computational social choice and algorithmic game theory, Utilizing data to shed new lights on algorithmic fairness and economics. I liked Learning-Augmented Mechanism Design: Leveraging Predictions for Facility Location.

Both of which, Emphasized on theoretical foundations and provably guaranteed frameworks using proof and logic techniques.

I will always be remembering Oded and Avi’s 1996 essay.

Society & Community. I am delighted to moderate TCS’s subreddit and TCS’s awesome list, Getting the chance to meet students from all over the world.

Good Memories.

Family. Mum & Dad (Lawyer), Brother (Athlete Coach), Sister (Passed out aged 14).