Projects

Ongoing research, and machine learning systems I've built.

Ongoing Research

Target: ICLR

Quantum circuits with large language models

Inspired by Anthropic's new paper Discovering state-of-the-art quantum circuits with large language models: an LLM-driven framework that designs and optimizes quantum circuits, cutting computational cost and qubit requirements in seven of eight tasks and discovering a new architecture for modular inversion. Planning to work in this domain.

Target: ICML

System One models

Brainstorming after JevAgentHarness: Benchmarking, Deploying and Training: efficient agents that let smaller decision models handle routine choices instead of calling an LLM at every step (AgentDecisionBench, JevAgentHarness, AgentDecision-4B), while keeping task success high.

Target: USENIX

Batch Echoes · Timing Side Channels in LLM Inference Servers

Measuring token-length timing leakage in continuous-batching schedulers (vLLM, SGLang), with pilot experiments on RTX 4090 infrastructure.

Target: Scientific Reports

FedGrid-RL · Federated Deep RL for Private Battery Control in Grid-Interactive Buildings

Federated deep reinforcement learning with a shared dynamics encoder for private, personalized battery control.

Target: IEEE TIFS

Deception Collapse · Adversarial Robustness of LLM Honeypots

How adversarial LLM agents suppress behavioral signals to evade detection in deception-based security environments.

Target: NDSS

Phantom Profiler · Autonomous Adversarial LLM Attack Agent

Formalizes an LLM-augmented attack agent as a POMDP/Semi-MDP for adaptive vulnerability exploitation and autonomous security evaluation.

Machine Learning Projects

Qwen2.5 LoRA Fine-Tuning

Step-by-step reference implementation of LoRA fine-tuning for the Qwen2.5 Instruct model on a local machine.

Qwen2.5 · LoRA · Hugging Face

MedViT-HoVer++

MedViT backbone with HoVer++ horizontal/vertical maps for joint nucleus segmentation, classification, and count regression in histopathology.

Vision Transformer · Multi-task learning

Military Bullet Detection

With the Bangladesh Army: real-time CCTV bullet detection tuned for low-quality imagery, with Weighted Boxes Fusion ensembling and a live demo deployment.

YOLOv8 · WBF · Real-time inference

Brain Tumor Segmentation

Automated brain tumor detection, segmentation, and classification built on a 3D U-Net.

3D U-Net · TensorFlow

Kidney Stone Knowledge Distillation

Modular knowledge-distillation notebook with automated preprocessing, training, and evaluation for ultrasound kidney stone detection.

Knowledge distillation · Colab

HealthSync

Medical AI backend that analyzes symptoms, interprets prescriptions, and recommends suitable doctors.

FastAPI · RAG · LLMs