Projects

SLS-WM: Structured Label Smoothing for Discrete World Models

Project page / Code

Independent research project on topology-aware training objectives for discrete latent predictors. The project integrates an FSQ tokenizer, an action-conditioned block-causal transformer, and an imagination-trained CNN controller in a Vision-Model-Controller pipeline for Geometry Dash, with real-time deployment at 30 FPS on a consumer GPU.

Opportunistic Target Selection

Paper / Code

Official implementation for the CAp 2026 paper on early directional commitment for query-efficient score-based black-box adversarial attacks. The repository includes attack implementations, benchmark scripts, analysis code, and reproducibility assets for ImageNet experiments across standard classifiers.

Rose

Code

Open-source, high-traffic real-time customization tool. I co-founded the project, led development, coordinated a six-person team, and designed core Python backend, Cloudflare Workers WebSocket relay, and browser-side JavaScript integration. The project is active and used by 15K+ daily active users.