Algorithm Researcher — Agentic Vision
tencent · Singapore
Job description
About the role
Tencent's Technology Engineering Group (TEG) is hiring an Algorithm Researcher focused on agentic vision. The role takes ownership of full-stack algorithm research for post-training of Vision-Language Models (VLMs), covering fine-tuning, visual perception, reliability and user interaction scenarios.
Key responsibilities
- Lead post-training research for VLMs, exploring supervised fine-tuning (SFT) and reinforcement learning alignment methods such as RLHF, PPO and GRPO.
- Optimize low-level visual perception, fine-grained understanding and spatial awareness, and explore visual agent solutions such as thinking with images.
- Reduce hallucinations in multimodal large models by investigating their causes, building detection pipelines, refining data cleaning and developing reinforcement learning-based removal solutions.
- Align and optimize models for real-world user scenarios, improving reasoning, instruction following and detail perception in multi-turn image-text interactions, and set up an online badcase monitoring and data feedback loop.
Required profile
- Master's degree or above in Computer Science, Software Engineering, Artificial Intelligence or a related field.
- Extensive research and hands-on experience in at least one post-training domain such as LLM alignment, RLHF, reward modeling, personalized LLMs or memory/RAG mechanisms.
- Experience in user profiling, recommendation systems integrated with large models, or long-context/long-term memory model optimization.
- Experience training or fine-tuning models at tens-of-billions to hundreds-of-billions parameter scale.
- Publications at top-tier conferences (NeurIPS, ICLR, ICML, ACL, EMNLP, etc.) or significant contributions to high-impact open-source projects.
Required skills
- Deep understanding of the Transformer architecture and large language model training principles.
- Proficiency in Python and familiarity with PyTorch and TensorFlow.
- Hands-on experience with distributed training and large-scale training/inference frameworks such as Megatron-LM, DeepSpeed and vLLM.
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Published 2 hours ago
Expires 1 month from now
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tencent
Singapore
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