[Redacted] Multi-Agent Systems Communication

ICLR 2027 Submission • June 2026 -

This item is redacted because of anonymity requirements for ICLR submissions.

[Redacted] Characterization of Transformer Component

ICLR 2027 Submission • June 2026 -

This item is redacted because of anonymity requirements for ICLR submissions.

COLM 2026 • Ryan Lucas, Mehdi Makni, Xiang Meng, Adam Deng, Rahul Mazumder

A quantization method based on ADMM which improves model performance.

Stocks as Markov Chains: A Concordant Market?

Feb 2025 - May 2025

Assessing the randomness of stock price movements through a novel and robust metric, concordance.

Generating Neural Collapse: Loss and Regularization Regimes under Theoretical and Computational Lenses

Sep 2024 - May 2025

Characterizing and assessing neural collapse under different loss functions.

Modernizing Tukey Depth: Parallel Computation, Alternative Methodologies, and Data-Driven Applications

Sep. 2024 - Apr. 2025

Computing the Tukey Depth for points in space using GPU acceleration.

2/3/23 -

An algorithm design and optimization project in MIT's ORC (Operations Research Center).

9/29/22 - 12/16/22

A project with Cerine Hamida and Maria Christina Kalogera for 6.861 NLP!

3/15/21 - 9/14/21, 2/1/22 - 4/5/22

I simulated tokamak damage from flying neutrons.

6/3/21 - 9/3/21

Debugging and parsing for START, MIT's 30-year-old NLP-based question-answering system.
Worked with the CSAIL Infolab.

2/15/21 - 5/20/21

Analysis and prediction generation about Turkish Oud music through the Python module music21.

Feb 2021 - May 2021

Solving questions related to 3d space-filling tetrahedra arrangements.