Hi, my name is

Arya Raeesi.

M.Sc. student in Electronic Systems Design and Innovation at NTNU, including a one-year graduate exchange at UC Berkeley EECS. Industry experience from Sony Europe and research experience from the NASA Small Explorers (SMEX) Program. Current research in machine learning systems and language models, building on a foundation in hardware and embedded design.

01. Projects

Ongoing

AI · SWE
Aug 2025 – Ongoing

Physics-Informed Classification of β+ Decay

Conducting research on gamma-ray astrophysics using high-purity germanium detector data as part of the COSI (Compton Spectrometer and Imager) mission. Built a Naive Bayes classifier from scratch, including feature extraction, density-matrix likelihood, Bayes-rule decision, and evaluation pipeline. Exploring potential applications of neural networks for similar problems.

Affiliation

NASA SMEX / UC Berkeley Space Sciences Laboratory

Keywords

  • Naive Bayes Classifier
  • Event Reconstruction
  • Gamma-Ray Astrophysics
  • Compton Physics
  • High-Purity Germanium Detectors
  • Physics-Informed Machine Learning
  • Maximum Likelihood Estimation
  • Python
  • C++
  • PyTorch
  • CUDA
  • Slurm
  • Weights & Biases
  • Docker
  • MEGAlib
AI · SWE
Feb 2026 – Ongoing

Compositional Analysis for Safety Specifications

This project extends compositional statistical model checking for autonomous vehicles from Markovian to non-Markovian safety specifications by augmenting simulation states with DFA states and propagating the DFA distribution across primitive scenario traces.

Affiliation

UC Berkeley

Keywords

  • Compositional Analysis
  • Statistical Model Checking
  • DFA
  • Automata Theory
  • Markov Chains
  • Python
  • VerifAI
  • MetaDrive
  • CARLA
  • Webots
  • Scenic
Read more

Research

AI · SWE
Feb 2026 – May 2026

Auditing Forgetting in Limited Memory Language Models

Causal evaluation framework for memory separation in Limited Memory Language Models (Zhao et al., 2025). Decomposes post-deletion correctness into parametric leakage, retrieval-mediated correctness, and retrieval artifacts across 1404 datapoints, six prompt formulations, and thirteen database variants.

Affiliation

UC Berkeley

Report

  • Manuscript

Keywords

  • Machine Unlearning
  • Knowledge Editing
  • Causal Inference
  • Python
  • PyTorch
  • CUDA
  • LLMs
  • NLP
  • Slurm
  • Weights & Biases
Read more
AI · SWE
Sep 2025 – Dec 2025

Beyond Binary Priorities: Multi-Tier SLA Scheduling for LLM Serving

Multi-priority extension to Llumnix (OSDI 2024) enabling fine-grained SLA differentiation for multi-tenant LLM inference while preserving low tail latency. Achieved up to ~3× P99 latency improvement, with diminishing returns beyond four priority tiers.

Affiliation

UC Berkeley

Report

  • Manuscript

Keywords

  • Priority Scheduling
  • SLO-aware Scheduling
  • KV-Cache Management
  • Live Migration
  • Tail Latency Optimization
  • Discrete-Event Simulation
  • Python
  • Vidur
  • LLM Serving
  • Slurm
  • Weights & Biases
Read more
AI · EE
Oct 2025 – Dec 2025

Self-Calibrating Imaging: Unsupervised Blind Deconvolution

Joint recovery of an image and its point spread function (PSF) directly from measurements, pairing a physics-based forward model with priors on natural images and plausible PSFs. Sweeps Gaussian, motion, turbulence, and randomized-optics PSF types under MAP optimization, with metrics and artifacts logged to Weights & Biases.

Affiliation

UC Berkeley

Partners

Report

  • Presentation

Keywords

  • Bayesian Inference
  • Blind Inverse Problems
  • MAP Estimation
  • PSF Estimation
  • Unsupervised Learning
  • Computational Imaging
  • Diffusion Priors
  • Python
  • PyTorch
  • CUDA
  • Slurm
  • Weights & Biases
Read more
AI
Jan 2025 – Jun 2025

Deep Learning for Segmentation of Hyperspectral Satellite Images

Trained convolutional neural networks for sea, land, and cloud classification of hyperspectral satellite images from the HYPSO-2 mission. Used NVIDIA GPU cluster acceleration to optimize performance and training speed.

Affiliation

NTNU SmallSat Lab

Report

  • Manuscript

Keywords

  • Hyperspectral Imaging
  • Semantic Segmentation
  • Convolutional Neural Networks
  • Lightweight Models
  • Earth Observation
  • Spectral Signatures
  • Python
  • PyTorch
  • CUDA
  • ENVI 5
Read more

Engineering

AI · SWE
Mar 2026 – Mar 2026

Type-Aware Hybrid RAG for Factoid QA

Retrieval-augmented QA system over UC Berkeley EECS web content. Built a 192-question benchmark from a crawled 8,417-document corpus, with a RAG pipeline combining BM25 retrieval, type-aware reranking, instruction-tuned generation, and a deterministic extractive fallback.

Affiliation

UC Berkeley

Report

  • Manuscript

Keywords

  • NLP
  • RAG
  • LLMs
  • BM25
  • BFS Crawl
  • Query Expansion
  • Slot Filling
  • Python
  • Slurm
Read more
EE
Sep 2025 – Dec 2025

Four Stages, Two ISAs: A Pipelined RV32IF Core on PYNQ-Z1 FPGA

Pipelined RISC-V SoC on the Digilent PYNQ-Z1 implementing an RV32I core with CSR support and a pipelined RV32F floating-point unit. Reached 58 MHz with ~1.16 integer CPI, ~1.83 FP CPI, and an FOM of 12.3.

Affiliation

UC Berkeley

Partners

Keywords

  • Verilog
  • Xilinx Vivado
  • RISC-V
  • FPGA
  • PYNQ-Z1
  • RTL Design
  • Hardware-Software Co-Design
  • ISA Compliance Testing
Read more
SWE · EE
Jun 2025 – Aug 2025

Automated Test-Evaluation System for Automotive Image Sensors

Designed and implemented an automated test-evaluation software system for automotive image sensors, focusing on efficient data storage, repeatable test procedures, and system-level reliability. Output structured in alignment with industry standards such as EMVA 1288 to enable consistent sensor evaluation across revisions.

Affiliation

Sony Europe

Keywords

  • Image Sensors
  • Data Analysis
  • Data Validation
  • Python
  • REST APIs
  • EMVA 1288
  • Image Sensors
  • Docker
  • Vue
  • TypeScript
  • Django
  • PostgreSQL
EE
Apr 2025 – May 2025

Resolution and Robustness of a Three-Microphone DOA System

Direction-of-arrival estimation system using three omnidirectional microphones in an equilateral triangle, sampled via MCP3201 ADCs into a Raspberry Pi. Cross-correlation-based time-delay estimation gives sub-2° average accuracy under nominal conditions, with degraded behaviour at 270° and 300°.

Affiliation

NTNU

Partners

Report

  • Lab report

Keywords

  • C
  • Python
  • Raspberry Pi
  • MCP3201 ADC
  • Digital Signal Processing (DSP)
  • Cross-Correlation
  • Time-Delay Estimation
Read more
SWE
Jan 2025 – Apr 2025

DrawGuess: Multiplayer Pictionary Reinvented

Turn-based multiplayer Pictionary game for Android. Real-time drawing and guessing across networked clients with a competitive point-based scoring system, built with LibGDX and Firebase.

Affiliation

NTNU

Report

  • Implementation report

Keywords

  • Software Architecture
  • Design Patterns
  • Entity-Component-System
  • Client-Server Architecture
  • State Synchronization
  • Modifiability
  • Java
  • LibGDX
  • Android SDK
  • Firebase Firestore
  • Firebase Storage
  • Socket.IO
  • Render
Read more
EE
Jan 2025 – Feb 2025

Quantization-Limited SNR on a 12-bit Multi-ADC Pipeline

Measurement and analysis of the SNR of a multi-ADC analog signal pipeline using a Raspberry Pi 3B with MCP3201 ADCs and a low-pass filter front end. Theoretical 12-bit SNR (~74 dB) compared against empirical measurements (~55 dB) at 1, 2, and 10 kHz.

Affiliation

NTNU

Partners

Report

  • Lab report

Keywords

  • Digital Signal Processing (DSP)
  • Quantization
  • Noise Analysis
  • Fast Fourier Transform (FFT)
  • C
  • Python
  • Raspberry Pi
  • MCP3201 ADC
Read more
SWE · EE
Jan 2024 – May 2024

MediCare: Temperature, Time, Tracking

Three-part medication-storage system for the Physical Medicine outpatient clinic at St. Olavs Hospital: a fridge temperature monitor with web dashboard and SMS alerts, an open-vial holder that tracks 3-day usability with LED indicators, and a rotating rack for unopened vials that surfaces the next-to-expire medication.

Affiliation

NTNU

Report

  • Project report

Keywords

  • IoT
  • Electromechanical Systems
  • Embedded Systems
  • C
  • Python
  • Raspberry Pi
  • BME680
  • MySQL
  • Node.js
  • React
  • TypeScript
Read more
SWE
Dec 2022 – Feb 2023

End-to-End Client Acquisition System

Custom CRM and client acquisition engine integrating the Brønnøysund Register and three phone registries (1881, 180, Gule Sider) for automated data enrichment and contact verification. Saved ~450 hours/year and reduced third-party API costs by ~$10,000.

Affiliation

BlinkWeb

Keywords

  • CRM
  • Data Enrichment
  • Data Validation
  • Python
  • REST APIs
  • MySQL
  • Web Scraping
Read more

02. Get in Touch

I'm open to interesting conversations and collaborations. Drop me a line and I'll get back to you as soon as possible.

aryar at stud dot ntnu dot no