I'm an AI researcher working at the intersection of speech and large language models. I build speech and audio systems (recognition, synthesis, and signal processing for real-world audio), agentic LLMs, and efficient deep learning through knowledge distillation and model compression, with a strong focus on deploying them in health-critical and multilingual settings. I go deep on architecture, training, and evaluation, and I care about models that are both state-of-the-art and genuinely deployable. First author at Interspeech 2026 and IEEE JBHI, with work in PLOS One and Pattern Recognition Letters, and three years shipping production ML at Decodis. Currently searching for the right PhD.
📰 News
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Apr 2026Selected for the Adaption Labs inaugural grant cohort (AdaptBench, LLM evaluation) — the new adaptive-AI lab founded by Sara Hooker. -
decodis
Jan 2026Concluded three years at Decodis as a Machine Learning Engineer.
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2026First-author streaming ASR paper accepted at Interspeech 2026. -
2026Point Cloud Transformer for physical rehabilitation at IEEE JBHI. -
PRL
2024DeepMarkerNet published in Pattern Recognition Letters (Elsevier).
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2024Low-resource Bangla TTS presented at the ICLR Workshop on Practical ML. -
2023Knowledge-distillation paper published in PLOS One; later featured at Cohere Labs. -
2023MenoChat won Best Idea + Best Poster and a $30K grant at NCSRHR. -
decodis
2023Joined Decodis (Boston, remote) as a Machine Learning Engineer, building multilingual speech and language systems.
📄 Publications
🛠️ Projects
🎤 Talks & Presentations
💼 Experience
🎓 Education
🏆 Honors
- $30,000 Research Grant + Best Idea + Best Poster — NCSRHR 2023 (MenoChat)
- Adaption Labs Inaugural Grant Cohort — 2026 (AdaptBench)
- Research featured at Cohere Labs
(Cohere For AI) — knowledge-distillation work from PLOS One
- CTRG 2023 Research Grant — ~$4,500, Bangladesh national grant
- NAACL 2023 Mentorship Program — selected mentee
- Summa Cum Laude — North South University (CGPA 3.90/4.00)
- Merit-Based Scholarship — North South University (2019)
- The Daily Star Award — outstanding O-Levels (2016) & A-Levels (2018)
📎 CV
The full record, on one page.
Download CV →✉️ Contact
Reach me at kingrafat82@gmail.com. I like meeting people who care about speech, multilingual AI, or health.
, Bangladesh's leading health research institute, so its menstrual and menopausal guidance is medically accurate and culturally sensitive. Best Idea + Best Poster and a $30K grant at NCSRHR 2023.