Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems

no code implementations • 11 Jan 2024 • Tianyu Cui, Yanling Wang, Chuanpu Fu, Yong Xiao, Sijia Li, Xinhao Deng, Yunpeng Liu, Qinglin Zhang, Ziyi Qiu, Peiyang Li, Zhixing Tan, Junwu Xiong, Xinyu Kong, Zujie Wen, Ke Xu, Qi Li

Based on this, we propose a comprehensive taxonomy, which systematically analyzes potential risks associated with each module of an LLM system and discusses the corresponding mitigation strategies.

Language Modelling Large Language Model

Lifting by Image -- Leveraging Image Cues for Accurate 3D Human Pose Estimation

no code implementations • 25 Dec 2023 • Feng Zhou, Jianqin Yin, Peiyang Li

In the second stage, we allow the keypoints to further emphasize the retained critical image features.

3D Human Pose Estimation feature selection

Deep Progressive Reinforcement Learning for Skeleton-Based Action Recognition

no code implementations • CVPR 2018 • Yansong Tang, Yi Tian, Jiwen Lu, Peiyang Li, Jie zhou

In this paper, we propose a deep progressive reinforcement learning (DPRL) method for action recognition in skeleton-based videos, which aims to distil the most informative frames and discard ambiguous frames in sequences for recognizing actions.

Action Recognition reinforcement-learning +3