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Hunyuan Multimodal Reinforcement Learning (RL) Research Intern
Tencent · Singapore · Full-time
Quick Summary
- Conduct research on RL algorithms for multimodal models including diffusion and autoregressive models.
- Design and develop RL infrastructure and reward modeling strategies for large-scale training.
- Explore next-generation RL paradigms to learn effectively from environment feedback.
Full Description
Business Unit
Technology Engineering Group (TEG) is responsible for supporting the company and its business groups on technology and operational platforms, as well as the construction and operation of R&D management and data centers, TEG provides users with a full range of customer services. As the operator of the largest networking, devices, and data center in Asia,TEG also leads the Tencent Technology Committee in strengthening infrastructure R&D through internal and distributed open source collaboration, constructing new platforms and supporting business innovation.What the Role Entails
- Conduct research on RL algorithms for multimodal models, including diffusion models for image, video, and 3D generation, autoregressive models for multimodal understanding, and potentially unified multimodal frameworks
- Design and develop RL infrastructure and reward modeling strategies to enable efficient large-scale training, improve training stability, and mitigate reward hacking and related failure modes.
- Explore nextgeneration RL paradigms that more directly and effectively learn from environment feedback.
Who We Look For
- Currently enrolled as a PhD student in Computer Science or a closely related field
- Demonstrated strong research capability, with publications in top-tier conferences such as ICML, NeurIPS, ICLR, CVPR, ICCV, ECCV, SIGGRAPH.
- Strong handson programming skills, with solid experience in deep learning system implementation, model training and inference optimization, CPU/GPU acceleration, and distributed training and inference.
- Prior experience with diffusion models, autoregressive models, and/or text-to-image or text-to-video generation is highly preferred.
- Participation in ACM/NOIP is a strong plus.
Equal Employment Opportunity at Tencent
As an equal opportunity employer, we firmly believe that diverse voices fuel our innovation and allow us to better serve our users and the community. We foster an environment where every employee of Tencent feels supported and inspired to achieve individual and common goals.