Cooperation among learning agents

AI Movement, Mohammed VI Polytechnic University (UM6P)

Starting from a semi-cooperative prey–predator game, this line of work introduces a reputation mechanism and filtered reward-shaping functions that encourage agents with heterogeneous abilities to cooperate. Our approach is evaluated against established baselines such as IQL, Partial Q-MIX, and PED-DQN, and was published at AAMAS 2025 with an application to collaborative target acquisition and coverage optimization in satellite constellations.

ENSAM Meknès

A mathematical framework for studying qubits — Hilbert spaces, density matrices, Bell states, and reversibility under entanglement — combined with a Q-learning agent. Real measurement data were collected from IBM Quantum Lab, with circuits built in Qiskit, to predict a qubit's next spin with a classification model.

Independent project

An exploration of the ER = EPR conjecture through the lens of reinforcement learning: studying the entanglement of qubits on opposite sides of an Einstein–Rosen bridge, information flow at the event horizon, and a QOMDP-based RL model simulating the experiment on a holographic wormhole.

ENSAM Meknès

On the Travelling Salesman Problem, K-means clustering of scattered instances is used to reduce the effective time complexity of the Branch & Bound algorithm, with a systematic comparison of the clustered and exact approaches.

ENSAM Meknès

Improvements to Q-learning agents on Pong and Breakout through a target network and learning-rate scheduling, benchmarked against DQN and Double DQN.

ENSAM Meknès × UQAR (Canada)

A custom Gym environment models a solar energy cell; reinforcement learning policies are trained to maximize captured solar energy under different conditions.

ENSAM Meknès

A customized scheduling problem solved with genetic algorithms, the Hungarian algorithm, linear programming, and SVMs on generated data — delivered as a Streamlit app displaying smart schedules alongside statistical analyses of productivity and fatigue.

ENSAM Meknès

Election data stored off-chain with IPFS, a Solidity smart contract for vote counting tested on Tenderly and validated on Ethereum, and analysis of validated votes with Apache Spark and MapReduce.

Independent project

Building on Goldbach's and Polignac's conjectures, this project proposes two new conjectures relating twin and cousin primes to the decomposition of even numbers, with algorithms for checking their validity and a study of the correlations between them.

AI Movement (UM6P), Rabat

Collaborative target acquisition and coverage optimization applied to a satellite constellation; the internship that grew into my current doctoral research and our AAMAS 2025 paper.

OCP Group (DAP/JFC4), El Jadida

Six Sigma methodology applied to enhance a control system, real-time Power BI dashboards fed by push datasets from SQL Server, and an interactive Flask interface with embedded reports providing corrective recommendations to operators in case of anomalies.

Nestlé Factory, El Jadida

An LSTM pipeline for sensor data — collection, smoothing, correlation analysis, and dimensionality reduction — with model evaluation and a study of time and space complexity.