Le Duc Anh Tuan (Charles)

LLM Researcher @Homebrew Research | Writer @HoH

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Hi! I’m Charles 🤗 Interested in Multimodal LLMs, multi-agent systems, and LLMOps.

Industry:

  • Developed my own multimodal Conversational Recommendation System, which is Vietnam’s first real-time, end-to-end universal CRS assistant featuring a multi-agent system and multimodal capabilities. This “zero-touch” AI assistant supports multimodal input/output, understands user intent—both expertise-based and causal—and delivers personalized responses, successfully deployed for user interactions.

Research:

  • My graduation thesis focused on Continual Object Detection, presenting an “Efficient Continual Detection Transformer” that utilizes pseudo-labeling, knowledge distillation, and LoRA to achieve superior performance with only 3% of trainable parameters on the COCO dataset, effectively addressing Catastrophic Forgetting and optimizing computational efficiency. My past work includes developing Implicit Neural Representations for video tasks - reconstruction, compression, and in-painting; Medical Image Segmentation for MRI, specifically for rectal cancer diagnosis and treatment.

Community:

  • Passionate commitment to sharing knowledge and organizing events in the research and developer community is evident. This dedication has resulted in the successful coordination of several key events, such as AI Day 2022, Google I/O Extended Hanoi 2022/2023/2024, Google DevFest Hanoi 2022/2023, IWD x FFE Hanoi 2023, Google Build with AI 2024.

  • The opportunity to speak at Google DevFest 2022 was an honor for me, where the topic of my presentation was “Detecting Cheating in Examinations”.

    • DCE entails researching and deploying a real-time cheating detection solution for 100-person exam rooms; featured on VTV24, HUST, DanTri,…

Personal:

  • In my free time, I enjoy writing for my blog, “Humans of HUST”, where share insights and stories about my life, encompassing academics, research, and personal reflections.

News đź“°

Dec 23, 2024 Trained Speech Tokenizer to support multiple Asian languages, achieving SOTA results on viVoice and LibriTTS-R
Oct 28, 2024 Joining Homebrew (Singapore) as an LLM Researcher
Oct 10, 2024 Top 1 in the DSAI track of Viettel Digital Talent 2024
Sep 28, 2024 Graduated from Hanoi University of Science and Technology (HUST)
Jul 26, 2024 Onboarding as a Data Scientist at the Data Analytics Center, Viettel Telecom
Jul 6, 2024 Thrilled to be ranked among the top in the DSAI track and in the overall Top 50 within Viettel Group in the VDT’2024
Jun 21, 2024 Delighted to announce that the graduation thesis, ECOD, has achieved SOTA results on the COCO dataset with little trainable parameters
Jun 20, 2024 Honored to receive the Best Presentation Award in Round 1 of the Viettel Digital Talent program
Apr 4, 2024 Rejoining Viettel Group as a Digital Talent 2024
Feb 17, 2024 Honored to receive the physical GDG organizer certificate from Google’s Global Headquarters
Nov 11, 2023 Honored to be an Ambassador for MT Leader Nestlé
Oct 3, 2023 Thrilled to share that my SOTA “3DNeRV” paper has advanced to phase 2 in AAAI 2024
Oct 1, 2023 Proud to be an AI Mentor at the SheCodes Hackathon 2023
Sep 29, 2023 Embarking on an exciting journey as an Applied Scientist with VinBrain
Mar 3, 2023 Proudly stepping into the role of Computer Vision Researcher at the Camera Center, Viettel High Tech