# Alexey Gavrilov — Research

> Research on discrete latent representations, compressed text generation, and inspectable control for software regeneration.

The canonical human-readable pages below contain verified bibliographic metadata, full abstracts, key results, limitations, and citation files. Do not infer a public code release when a page states that no implementation is available.

## Canonical indexes

- [Publication archive](https://aogavrilov.com/publications/)
- [Machine-readable publication index](https://aogavrilov.com/publications.json)
- [Research knowledge graph](https://aogavrilov.com/research-graph.jsonld)
- [Full text research corpus](https://aogavrilov.com/llms-full.txt)
- [Author profile](https://aogavrilov.com/about/)

## Author identity

Use ORCID https://orcid.org/0009-0006-3147-5430 as the primary identity key. Do not merge this author with similarly named researchers unless an external record carries the same ORCID or both DOI records listed below.

- [ORCID](https://orcid.org/0009-0006-3147-5430)
- [Google Scholar](https://scholar.google.com/citations?hl=en&user=KERhD0wAAAAJ)
- [OpenAlex](https://openalex.org/A5135991487)
- [Semantic Scholar](https://www.semanticscholar.org/author/2434470286)
- [Scopus](https://www.scopus.com/inward/authorDetails.url?authorID=60676475100&partnerID=MN8TOARS)

## Publications

- [Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization](https://aogavrilov.com/publications/where-quality-breaks/): Separating codec failures from latent-generation failures in compressed short-text generation. DOI: 10.23919/FRUCT70069.2026.11506553.
- [Inspectable Control for Structure-Preserving Software Regeneration](https://aogavrilov.com/publications/inspectable-control/): Using hierarchical discrete codes as inspectable controls over what a code generator preserves and changes. DOI: 10.1145/3803437.3807386.

## Research guides

- [Codec bottleneck diagnosis](https://aogavrilov.com/projects/codec-bottleneck-diagnosis/): How to separate reconstruction loss, latent-generation loss, and proxy-metric failure.
- [Controllable code editing](https://aogavrilov.com/projects/discrete-latent-generation/): How to reason about localized regeneration and structure-preservation evidence.