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Pages
Posts
Back to Edinburgh!
Published:
Tags: news
I’m very excited to be back in Edinburgh and to see the beautiful Edinburgh Futures Institute building. It feels inspiring to return to the city and begin a new chapter of research and discovery here.
codes
slurm-gpu-report
slurm_gpu_report is a Bash command that summarizes GPU allocation and job usage in a Slurm cluster. It provides three views (nodes, jobs, users) and can export results to CSV.
HyperArgs
HyperArgs is a typed configuration library for Python. It lets you define hyperparameters and settings as strongly typed Python classes, parse them from multiple sources (command line, JSON, TOML, YAML), enforce dependency constraints, and monitor field changes with decorators.
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
publications
Brain tumor segmentation with attention-based U-Net
Published in SPIE, 2021
We present an attention-enhanced U-Net model integrating Squeeze-and-Excitation and CBAM modules to improve MRI brain tumor segmentation, delivered with an app featuring text-to-speech and chatbot support.
Learning to Simulate Natural Language Feedback for Interactive Semantic Parsing
Published in ACL, 2023
We propose simulating natural language feedback for interactive semantic parsing, enabling scalable training without costly human annotations and improving text-to-SQL error correction.
PIXAR: Auto-Regressive Language Modeling in Pixel Space
Published in ACL Findings, 2024
We present PIXAR, the first pixel-based autoregressive LLM that understands and generates text-in-images, reaching GPT-2–level performance without relying on symbolic tokenization.