Machine Learning Expert, Risk Control - Global E-Commerce
ByteDance, Singapore
What you will do
- Advance the foundational capabilities of large language models in understanding structured data and multimodal data, including graphs and text. Explore foundation models tailored to the risk management domain and develop Agentic solutions to automate and enhance risk control workflows. Drive the application of advanced LLM reasoning capabilities across merchant operations, user risk management, platform safety, and other business scenarios.
- Lead the development of risk-focused foundation models for platforms including Douyin E-commerce, TikTok Shop, and Tokopedia. Address the limitations of current SOTA models in understanding highly adversarial risk content and detecting AIGC-generated content.
- Develop autonomous, Agent-based adversarial solutions to improve risk detection efficiency and reduce operational costs. Tackle challenges such as the large volumes of data and complex decision rules involved in risk assessment, while developing solutions for cross-modal long-context information extraction, instruction following under complex compliance requirements, runtime model auditing, and autonomous model evolution.