no code implementations • 19 Feb 2025 • Xiaojie Xu, Zongyuan Li, Chang Lu, Runnan Qi, Yanan Ni, Lumin Jiang, Xiangbei Liu, Xuebo Zhang, Yongchun Fang, Kuihua Huang, Xian Guo, Zhanghua Wu, Zhenya Li
To address the problem of Large Language Model(LLM) learning in complex environments through self-reflection, we propose a Reflection of Episodes(ROE) framework based on expert experience and self-experience.
1 code implementation • 16 Feb 2025 • Zongyuan Li, Chang Lu, Xiaojie Xu, Runnan Qi, Yanan Ni, Lumin Jiang, Xiangbei Liu, Xuebo Zhang, Yongchun Fang, Kuihua Huang, Xian Guo
To address problems such as lack of relevant knowledge and poor control over subtasks of varying importance, we propose a Hierarchical Expert Prompt (HEP) for LLM.
no code implementations • 14 Jan 2025 • Chuqin Geng, Xiaojie Xu, Zhaoyue Wang, Ziyu Zhao, Xujie Si
Our empirical study demonstrates that NeuroLogic can extract global and interpretable rules from state-of-the-art models such as ResNet, a task at which existing work struggles.
1 code implementation • 20 Nov 2024 • Ziqi Huang, Fan Zhang, Xiaojie Xu, Yinan He, Jiashuo Yu, Ziyue Dong, Qianli Ma, Nattapol Chanpaisit, Chenyang Si, Yuming Jiang, Yaohui Wang, Xinyuan Chen, Ying-Cong Chen, LiMin Wang, Dahua Lin, Yu Qiao, Ziwei Liu
Video generation has witnessed significant advancements, yet evaluating these models remains a challenge.
1 code implementation • 8 Nov 2024 • Zongyuan Li, Yanan Ni, Runnan Qi, Lumin Jiang, Chang Lu, Xiaojie Xu, Xiangbei Liu, Pengfei Li, Yunzheng Guo, Zhe Ma, Xian Guo, Kuihua Huang, Xuebo Zhang
This paper introduces a new environment LLM-PySC2 (the Large Language Model StarCraft II Learning Environment), a platform derived from DeepMind's StarCraft II Learning Environment that serves to develop Large Language Models (LLMs) based decision-making methodologies.
no code implementations • 2 Sep 2024 • Xiaojie Xu, Tianshuo Xu, Fulong Ma, Yingcong Chen
Subsequently, the Street Image Generation phase utilizes these segmentations as a condition to guide a fine-tuned latent diffusion model.
1 code implementation • 8 Jul 2024 • Junhao Su, Changpeng Cai, Feiyu Zhu, Chenghao He, Xiaojie Xu, Dongzhi Guan, Chenyang Si
Supervised local learning, which segments the network into multiple local blocks updated by independent auxiliary networks.
1 code implementation • 8 Jul 2024 • Junhao Su, Chenghao He, Feiyu Zhu, Xiaojie Xu, Dongzhi Guan, Chenyang Si
To overcome these limitations, we propose a novel model called HPFF that performs hierarchical locally supervised learning and patch-level feature computation on the auxiliary networks.
no code implementations • 2 Oct 2023 • Fulong Ma, Xiaoyang Yan, Guoyang Zhao, Xiaojie Xu, Yuxuan Liu, Jun Ma, Ming Liu
Monocular 3D object detection plays a crucial role in autonomous driving.
no code implementations • 15 Nov 2022 • Chuqin Geng, Xiaojie Xu, Haolin Ye, Xujie Si
However, we argue that biases can be disregarded for some image-related tasks such as image classification, by considering the intrinsic distribution of images in the input space and desired model properties from first principles.
no code implementations • 28 Oct 2022 • Chuqin Geng, Nham Le, Xiaojie Xu, Zhaoyue Wang, Arie Gurfinkel, Xujie Si
We show that by using NAP, we can verify a significant region of the input space, while still recalling 84% of the data on MNIST.
no code implementations • CVPR 2021 • Yuda Qiu, Xiaojie Xu, Lingteng Qiu, Yan Pan, Yushuang Wu, Weikai Chen, Xiaoguang Han
Caricature is an artistic representation that deliberately exaggerates the distinctive features of a human face to convey humor or sarcasm.