# M:3L Team

> Researchers and engineers at M:3L, the Mathematical Modeling & Machine Learning Laboratory in Yerevan, Armenia.

## Aggregate laboratory expertise

The M:3L team combines 3D scene understanding, multimodal CAD reconstruction, computational mechanics, scientific machine learning, agentic systems, software engineering, and elastic-wave research.

- Laboratory leadership
- Computational mechanics
- Scientific and engineering research
- Machine learning for mechanical structure generation
- Elastic wave control
- 3D scene understanding
- Zero-shot and open-vocabulary 3D perception
- Multimodal CAD reconstruction
- Vision-language models and online reinforcement learning
- Software engineering
- Research software systems
- Finite element analysis
- Computational mechanics and stress analysis
- Auxetic and honeycomb composites
- Additive manufacturing and mechanical testing

## Davit Piliposyan

- **M:3L role:** Lab Head
- **Institutional affiliations:** Siemens, Institute of Mechanics, Yerevan State University
- **Supported expertise:** Laboratory leadership; Computational mechanics; Scientific and engineering research
- **Google Scholar:** [Profile](https://scholar.google.com/citations?user=NHjIth8AAAAJ&hl=en)

### Selected M:3L publications

- [Neural-field design of broadband Rayleigh-wave carpet cloaks under microstructure realisability constraints](https://m3l.am/publications/neural-field-rayleigh-wave-cloaks.md)

## David Aznaurov

- **M:3L role:** Lead Researcher
- **Institutional affiliations:** M:3L, Moscow Institute of Physics and Technology
- **Supported expertise:** Machine learning for mechanical structure generation; Elastic wave control
- **LinkedIn:** [Profile](https://www.linkedin.com/in/david-aznaurov-03874a385/)

### Selected M:3L publications

- [Neural-field design of broadband Rayleigh-wave carpet cloaks under microstructure realisability constraints](https://m3l.am/publications/neural-field-rayleigh-wave-cloaks.md)

### Selected M:3L project activity

- [New Paper with Imperial College London on Broadband Rayleigh-Wave Cloaking](https://m3l.am/news/neural-field-rayleigh-wave-cloaks-imperial.md)
- [M:3L Lab at METAMAT2026 in Ajaccio, Corsica](https://m3l.am/news/metamat2026.md)

## Danila Rukhovich

- **M:3L role:** Lead Researcher
- **Institutional affiliations:** Google, Moscow State University
- **Supported expertise:** 3D scene understanding; Zero-shot and open-vocabulary 3D perception; Multimodal CAD reconstruction; Vision-language models and online reinforcement learning
- **LinkedIn:** [Profile](https://www.linkedin.com/in/danila-rukhovich-630790125/)
- **GitHub:** [Profile](https://github.com/filaPro)

### Selected M:3L publications

- [Neural-field design of broadband Rayleigh-wave carpet cloaks under microstructure realisability constraints](https://m3l.am/publications/neural-field-rayleigh-wave-cloaks.md)
- [Z3D: Zero-Shot 3D Visual Grounding from Images](https://m3l.am/publications/z3d.md)
- [Zoo3D: Zero-Shot 3D Object Detection at Scene Level](https://m3l.am/publications/zoo3d.md)
- [TUN3D: Towards Real-World Scene Understanding from Unposed Images](https://m3l.am/publications/tun3d.md)
- [cadrille: Multi-modal CAD Reconstruction with Reinforcement Learning](https://m3l.am/publications/cadrille.md)

## Levon Khachatryan

- **M:3L role:** Lead Software Engineer
- **Institutional affiliations:** M:3L
- **Supported expertise:** Software engineering; Research software systems
- **Personal website:** [Profile](https://khlevon.github.io/)

## Alexey Mazaev

- **M:3L role:** Researcher
- **Institutional affiliations:** M:3L
- **Supported expertise:** Finite element analysis; Computational mechanics and stress analysis; Auxetic and honeycomb composites; Additive manufacturing and mechanical testing
- **LinkedIn:** [Profile](https://www.linkedin.com/in/alexeymazaev)
- **ResearchGate:** [Profile](https://www.researchgate.net/profile/Alexey-Mazaev)
- **Scopus:** [Profile](https://www.scopus.com/authid/detail.uri?authorId=57216163265)

## Nerses Alikhanyan

- **M:3L role:** Researcher
- **Institutional affiliations:** ServiceTitan, Yerevan State University


## Robert Gadukyan

- **M:3L role:** Researcher
- **Institutional affiliations:** Institute for Informatics and Automation Problems of NAS RA


## Collaborating institutions

- ETH Zurich
- University of Liverpool
- Moscow State University
- Higher School of Economics
- Innopolis University
- Imperial College London

## Authoritative URLs

- [Canonical team page](https://m3l.am/team)
- [Contact M:3L](https://m3l.am/contact.md)
- [Publications](https://m3l.am/publications.md)