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Roman Koshkin authored and Roman Koshkin committed Apr 16, 2024
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25 changes: 15 additions & 10 deletions data/research.mdx
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---


- πŸ”­ My current work spans
- θͺž simultaneous [LLM-based machine translation](https://github.com/RomanKoshkin/transllama)
- πŸ•΅οΈ multiagent-based reasoning
- 🧠 sample efficient learning and self-organization in spiking neural networks (SNNs)
- :handshake: I’m looking to collaborate on those thingsπŸ‘†
- In the past I was involoved in
- β ΅ developing unsupervised [convolutional](https://github.com/RomanKoshkin/conv-seq) and [GNN-based](https://github.com/RomanKoshkin/graph-seq) methods for detecting patterns in neural recordings
- πŸ€– building machine learning models for πŸ’Ή [neuromarketing](https://github.com/RomanKoshkin/NeuroBarometer) applications
- :rocket: re-implementing a model for [speech-decoding from M/EEG](https://github.com/arayabrain/speech-decoding)
- developing [human-robot interaction](https://github.com/RomanKoshkin/human-robot-interaction) models
## Current
- Simultaneous speech-to-speech and speech-to-text LLM-powered machine translation
- Multiagent-based reasoning
- Sample efficient learning and memory in self-organized spiking neural networks (SNNs)

## Recent
- Unsupervised detection of patterns in neural activity.
- Human-robot interaction

## Past
- Decoding speech from M/EEG recordings
- Machine learning models for EEG-based neuromarketing applications.
- Human-robot interaction

For more information, please have a look at my <Link href="/projects" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">projects</Link>
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1 change: 1 addition & 0 deletions src/components/Container.tsx
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Expand Up @@ -98,4 +98,5 @@ const SOCIAL_LINK = [
['🐦', 'Twitter', 'https://twitter.com/nightdude4'],
['πŸ™', 'GitHub', 'https://github.com/RomanKoshkin'],
['πŸ‘¨β€πŸ’»', 'LinkedIn', 'https://www.linkedin.com/in/romankoshkininterpreter/'],
['πŸ“ƒ', 'CV', '/Koshkin_CV_for_J_.pdf'],
]
10 changes: 7 additions & 3 deletions src/pages/index.tsx
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Expand Up @@ -44,9 +44,13 @@ export default function Home() {
</Link>

<p className="block text-md w-[80%] md:w-[85%] sm:text-xl font-medium sm:leading-relaxed text-gray-400">
<span className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">
</span>{' '}
I am a computational neuroscience PhD student at the <Link href="https://oist.jp" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200"> Neural Coding and Brain Computing Unit</Link> (OIST), which I joined with a vision of building next-gen AI systems that rival the speed and efficiency of biological brains. I am also interested (as a linguist in my previous life) in multi-agent reasoning and simultaneous machine translation. I love making things that work.
PhD student @ <Link href="https://oist.jp" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">OIST</Link> |{' '}
<Link href="/projects" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">Computational Neuroscience</Link> |{' '}
<Link href="/projects" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">NLP</Link> |{' '}
<Link href="/projects" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">Simultaneous Machine Translation</Link>
{/* <span className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">
</span>{' '} */}
{/* I am a computational neuroscience PhD student at the <Link href="https://oist.jp" className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200"> Neural Coding and Brain Computing Unit</Link> (OIST), which I joined with a vision of building next-gen AI systems that rival the speed and efficiency of biological brains. I am also interested (as a linguist in my previous life) in multi-agent reasoning and simultaneous machine translation. I love making things that work. */}
{/* I am a PhD student at OIST. My research spans biologically-plausible models of the brain and LLM-based simultaneous machine translation. */}
{/* <br className="hidden md:inline" />
<span className="transition-color duration-300 hover:text-gray-600 dark:hover:text-gray-200">
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