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Yuge Zhang

3 accepted papers

2024

Benchmarking Data Science Agents

ACL 2024long

In the era of data-driven decision-making, the complexity of data analysis necessitates advanced expertise and tools of data science, presenting significant challenges even for specialists. Large Language Models (LLMs) have emerged as promising aids as data science agents, assisting humans in data a…

2022

Privacy-Preserving Online AutoML for Domain-Specific Face Detection

CVPR 2022poster

Despite the impressive progress of general face detection, the tuning of hyper-parameters and architectures is still critical for the performance of a domain-specific face detector. Though existing AutoML works can speedup such process, they either require tuning from scratch for a new scenario or d…

Cited by 20PDFcodeScholar
2022

Reinforcement Learning with Automated Auxiliary Loss Search

NeurIPS 2022accept

A good state representation is crucial to solving complicated reinforcement learning (RL) challenges. Many recent works focus on designing auxiliary losses for learning informative representations. Unfortunately, these handcrafted objectives rely heavily on expert knowledge and may be sub-optimal. I…

Cited by 17SourcePDFScholar