Researcher at ITMO University working on discrete latent generative models, compressed text generation, and controllable software regeneration.
Research website · Publications · ORCID
- DiffusionGemma Agent — local repository-aware coding agent for Windows, WSL2 and 16 GB NVIDIA GPUs.
- ML Pipeline Auditors — specialized agents for detecting bugs and performance bottlenecks in ML pipelines.
- ML Pipeline Optimizer — specialized agents for optimizing perfomance in ML pipelines.
- GeoLin Qwen — training, quantization and evaluation pipeline for Qwen3-30B-A3B.
- Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization — a staged diagnostic that separates codec reconstruction loss from latent-generation loss. Full text HTML · DOI · Result summary · Русский · 简体中文 · 한국어
- Inspectable Control for Structure-Preserving Software Regeneration — hierarchical discrete latent controls for bounded code regeneration. Full text HTML · DOI · Result summary · Русский · 简体中文 · 한국어
Each publication page provides the full abstract, method explanation, key results, limitations, local text-accessible manuscript, and citation files. The public result-summary collection mirrors only the reported tables and citations; it is not a release of the underlying corpora, implementation code, or checkpoints.
- Diagnosing codec vs generator bottlenecks — stage-consistent evaluation for compressed and discrete-latent text generation. Русский · 简体中文 · 한국어
- Controllable code editing without whole-program regeneration — preservation boundaries, edit locality, and hierarchical discrete latent control. Русский · 简体中文 · 한국어
- Focused research notes — evidence-bounded answers for problem-first searches, with explicit procedures, sources, and limitations.
Focused research questions
- Website: https://aogavrilov.com/about/
- Telegram: https://t.me/aogavrilov
- Русский: публикации · исследовательские руководства
- 简体中文：论文目录 · 研究指南
- 한국어: 논문 안내 · 연구 안내