Ph.D. student in Electrical and Computer Engineering at the University of Maryland, advised by Prof. Sennur Ulukus, working at the intersection of information theory, data compression, and the interpretability of large language models. My research establishes the fundamental limits of what can be discarded: deriving rate–distortion characterizations that govern task-aware compression, and analyzing transformers as tractable dynamical systems to locate where representational work actually happens.
Education
University of Maryland, College Park
- GPA: 3.93/4.00
- Advisor: Prof. Sennur Ulukus
- Focus: Information Theory, Interpretability of Large Language Models
- Expected graduation: Aug. 2030
Bilkent University
- GPA: 3.92/4.00
National University of Singapore
- Relevant coursework: Quantum Communication and Cryptography, Quantum Mechanics I, Probability
Research Experience
Graduate Research Assistant
- Develop information-theoretic and dynamical-systems tools for compressing and interpreting transformer architectures, spanning task-aware rate allocation and mechanistic analysis of attention and feed-forward blocks; one conference paper accepted, one journal submission under review, and two manuscripts in preparation within the first year of the program.
- Collaborate across four institutions (UMD, UW–Madison, Oxford, Ohio State) on the mathematical foundations of deep learning, translating abstract dynamical characterizations into empirically testable claims about model behavior.
Undergraduate Researcher
- Built the embedded hardware demonstrator that turned the group’s theoretical semantic signal processing framework into a working multi-sensor system, establishing the experimental basis for a journal publication.
- Profiled semantic extraction under strict power and memory budgets on Raspberry Pi, quantifying the compute floor required for real-time goal-oriented inference at the edge.
- Implemented a method-of-moments solver from first principles to model plane-wave scattering by a perfectly conducting strip, validating numerical results against analytical limits.
Industry Experience
Summer Intern
- Designed a suspended ring resonator model in MATLAB and CST Studio that estimates dielectric constant and loss tangent, delivering a low-cost alternative to commercial material characterization for antenna development.
- Cross-validated MATLAB against full-wave CST simulations to bound estimation error, then generalized the method into a lookup table and polynomial fits so the tool transfers across materials without re-derivation.
R&D Intern
- Prototyped a two-node semantic communication network on Raspberry Pi devices that performs visual semantic extraction entirely on-device, collapsing the transmission requirement from a 10 Mbps raw video stream to roughly 10 bps of task-relevant semantic tokens, a ~10⁵× reduction in bandwidth achieved by transmitting meaning rather than pixels.
- Engineered the TCP-based transport layer and a stream fusion algorithm that merged asynchronous multi-sensor inputs, improving integration accuracy by 67.2% over unfused processing while operating within the power and memory envelope of embedded hardware.
Summer Intern
- Built a multithreaded, socket-based file transfer system in C++ supporting arbitrary file types via binary-mode I/O, applying factory and observer patterns to keep socket creation and worker notification decoupled and extensible.
Publications
The Rate–Distortion–Deception Tradeoff
Practical Hardware Demonstration of a Multi-Sensor Goal-Oriented Semantic Signal Processing and Communications Network
On the Diverse Dynamical Behaviors Arising in Deep Linear Transformers
Task-aware Compression with Distribution Matching
The Role of Feed-Forward Layers in Transformer Dynamics
Honors and Awards
Academic Excellence Award
Awarded to top-ranked students for sustained academic distinction across the degree program.
Research Excellence Award
Recognized for research contributions culminating in a first-authored journal publication as an undergraduate.
Best Project Award
Selected department-wide for excellence and originality in project design and execution.
Skills
- Information Theory
- Rate–Distortion(–Perception) Theory
- Source Coding & Lossy Compression
- Task-Aware / Semantic Compression
- Mechanistic Interpretability
- Dynamical Systems & Interacting-Particle Models
- Probability & Stochastic Processes
- Statistical Signal Processing
- Optimization
- Python
- C++
- MATLAB
- VHDL
- LaTeX
- PyTorch
- NumPy/SciPy
- Matplotlib
- Git
- CST Studio
Projects
Li-Fi Protocol Implementation on BASYS3 (Xilinx Artix-7)
- Implemented a complete Li-Fi communication stack in VHDL, with modular encoding/decoding of audio and text for LED transmission and LDR reception; encoded payloads stored in on-chip ROM and decoded output rendered on a seven-segment display.
Languages
- Turkish Native
- English Fluent