no code implementations • 18 Apr 2024 • Jiaqi Li, Xiaobo Wang, ZiHao Wang, Zilong Zheng
We introduce RAM, an innovative RAG-based framework with an ever-improving memory.
no code implementations • 18 Mar 2024 • Yue Fan, Xiaojian Ma, Rujie Wu, Yuntao Du, Jiaqi Li, Zhi Gao, Qing Li
We explore how reconciling several foundation models (large language models and vision-language models) with a novel unified memory mechanism could tackle the challenging video understanding problem, especially capturing the long-term temporal relations in lengthy videos.
no code implementations • 8 Mar 2024 • ZiHao Wang, Anji Liu, Haowei Lin, Jiaqi Li, Xiaojian Ma, Yitao Liang
We explore how iterative revising a chain of thoughts with the help of information retrieval significantly improves large language models' reasoning and generation ability in long-horizon generation tasks, while hugely mitigating hallucination.
no code implementations • 18 Feb 2024 • Paramveer S. Dhillon, Somayeh Molaei, Jiaqi Li, Maximilian Golub, Shaochun Zheng, Lionel P. Robert
Advances in language modeling have paved the way for novel human-AI co-writing experiences.
no code implementations • 18 Feb 2024 • Jiaqi Li, Miaozeng Du, Chuanyi Zhang, Yongrui Chen, Nan Hu, Guilin Qi, Haiyun Jiang, Siyuan Cheng, Bozhong Tian
Multimodal knowledge editing represents a critical advancement in enhancing the capabilities of Multimodal Large Language Models (MLLMs).
6 code implementations • 8 Feb 2024 • Zhuo Chen, Yichi Zhang, Yin Fang, Yuxia Geng, Lingbing Guo, Xiang Chen, Qian Li, Wen Zhang, Jiaoyan Chen, Yushan Zhu, Jiaqi Li, Xiaoze Liu, Jeff Z. Pan, Ningyu Zhang, Huajun Chen
In this survey, we carefully review over 300 articles, focusing on KG-aware research in two principal aspects: KG-driven Multi-Modal (KG4MM) learning, where KGs support multi-modal tasks, and Multi-Modal Knowledge Graph (MM4KG), which extends KG studies into the MMKG realm.
no code implementations • 29 Jan 2024 • Yanjie Zhong, Jiaqi Li, Soumendra Lahiri
This paper develops a new dimension-free Azuma-Hoeffding type bound on summation norm of a martingale difference sequence with random individual bounds.
no code implementations • 7 Dec 2023 • Zhongang Cai, Jianping Jiang, Zhongfei Qing, Xinying Guo, Mingyuan Zhang, Zhengyu Lin, Haiyi Mei, Chen Wei, Ruisi Wang, Wanqi Yin, Xiangyu Fan, Han Du, Liang Pan, Peng Gao, Zhitao Yang, Yang Gao, Jiaqi Li, Tianxiang Ren, Yukun Wei, Xiaogang Wang, Chen Change Loy, Lei Yang, Ziwei Liu
In this work, we present Digital Life Project, a framework utilizing language as the universal medium to build autonomous 3D characters, who are capable of engaging in social interactions and expressing with articulated body motions, thereby simulating life in a digital environment.
Ranked #2 on Motion Synthesis on InterHuman
1 code implementation • 26 Nov 2023 • Jiaqi Li, Rui Wang, Yuanhao Lai, Changjian Shui, Sabyasachi Sahoo, Charles X. Ling, Shichun Yang, Boyu Wang, Christian Gagné, Fan Zhou
We conduct extensive experiments on various benchmarks, including a dataset with large-scale tasks, and compare our method against some recent state-of-the-art methods to demonstrate the effectiveness and scalability of our proposed method.
1 code implementation • 8 Nov 2023 • Jiaqi Li, Mengmeng Wang, Zilong Zheng, Muhan Zhang
In this paper, we present LooGLE, a Long Context Generic Language Evaluation benchmark for LLMs' long context understanding.
1 code implementation • 12 Oct 2023 • Jiaqi Li, Guilin Qi, Chuanyi Zhang, Yongrui Chen, Yiming Tan, Chenlong Xia, Ye Tian
Firstly we retrieve the relevant embedding from the knowledge graph by utilizing group relations in metadata and then integrate it with other modalities.
no code implementations • 20 Aug 2023 • Han Wang, Xiaoyuan Xu, Yue Chen, Zheng Yan, Mohammad Shahidehpour, Jiaqi Li, Shaolun Xu
Then, a bi-level power-traffic flow (PTF) model is proposed to characterize the interaction of power distribution networks (PDNs) and urban transportation networks (UTNs).
no code implementations • 4 Aug 2023 • Jiaqi Li, Yiran Wang, Zihao Huang, Jinghong Zheng, Ke Xian, Zhiguo Cao, Jianming Zhang
We leverage the structural characteristics of diffusion model to enforce depth structures of depth models in a plug-and-play manner.
3 code implementations • ICCV 2023 • Yiran Wang, Min Shi, Jiaqi Li, Zihao Huang, Zhiguo Cao, Jianming Zhang, Ke Xian, Guosheng Lin
Video depth estimation aims to infer temporally consistent depth.
Ranked #16 on Monocular Depth Estimation on NYU-Depth V2 (using extra training data)
1 code implementation • 24 May 2023 • Xiaojuan Tang, Zilong Zheng, Jiaqi Li, Fanxu Meng, Song-Chun Zhu, Yitao Liang, Muhan Zhang
On the whole, our analysis provides a novel perspective on the role of semantics in developing and evaluating language models' reasoning abilities.
no code implementations • 31 Jan 2023 • Li Yi, Gezheng Xu, Pengcheng Xu, Jiaqi Li, Ruizhi Pu, Charles Ling, A. Ian McLeod, Boyu Wang
We also prove that such a difference makes existing LLN methods that rely on their distribution assumptions unable to address the label noise in SFDA.
no code implementations • 28 Jan 2023 • Xin Wei, Lei Zhang, Jianwei Zhang, Junyou Wang, Wenjie Liu, Jiaqi Li, Xian Jiang
In addition, we build a high-quality acne detection dataset named ACNE-DET to verify the effectiveness of DSDH.
no code implementations • 27 Nov 2022 • Meihuizi Jia, Lei Shen, Xin Shen, Lejian Liao, Meng Chen, Xiaodong He, Zhendong Chen, Jiaqi Li
Multimodal named entity recognition (MNER) is a critical step in information extraction, which aims to detect entity spans and classify them to corresponding entity types given a sentence-image pair.
no code implementations • 7 Nov 2022 • Andrey Ignatov, Grigory Malivenko, Radu Timofte, Lukasz Treszczotko, Xin Chang, Piotr Ksiazek, Michal Lopuszynski, Maciej Pioro, Rafal Rudnicki, Maciej Smyl, Yujie Ma, Zhenyu Li, Zehui Chen, Jialei Xu, Xianming Liu, Junjun Jiang, XueChao Shi, Difan Xu, Yanan Li, Xiaotao Wang, Lei Lei, Ziyu Zhang, Yicheng Wang, Zilong Huang, Guozhong Luo, Gang Yu, Bin Fu, Jiaqi Li, Yiran Wang, Zihao Huang, Zhiguo Cao, Marcos V. Conde, Denis Sapozhnikov, Byeong Hyun Lee, Dongwon Park, Seongmin Hong, Joonhee Lee, Seunggyu Lee, Se Young Chun
Various depth estimation models are now widely used on many mobile and IoT devices for image segmentation, bokeh effect rendering, object tracking and many other mobile tasks.
1 code implementation • 19 Oct 2022 • Changjian Shui, Gezheng Xu, Qi Chen, Jiaqi Li, Charles Ling, Tal Arbel, Boyu Wang, Christian Gagné
In the upper-level, the fair predictor is updated to be close to all subgroup specific predictors.
no code implementations • 20 Jul 2022 • Liliang Chen, Jiaqi Li, Han Huang, Yandong Guo
We propose CrossHuman, a novel method that learns cross-guidance from parametric human model and multi-frame RGB images to achieve high-quality 3D human reconstruction.
1 code implementation • 8 Jul 2022 • Jianwei Zhang, Lei Zhang, Junyou Wang, Xin Wei, Jiaqi Li, Xian Jiang, Dan Du
Acne detection is crucial for interpretative diagnosis and precise treatment of skin disease.
no code implementations • 31 May 2022 • William Wei Wang, Gezheng Xu, Ruizhi Pu, Jiaqi Li, Fan Zhou, Changjian Shui, Charles Ling, Christian Gagné, Boyu Wang
Domain generalization aims to learn a predictive model from multiple different but related source tasks that can generalize well to a target task without the need of accessing any target data.
no code implementations • 26 May 2022 • Changjian Shui, Qi Chen, Jiaqi Li, Boyu Wang, Christian Gagné
We consider a fair representation learning perspective, where optimal predictors, on top of the data representation, are ensured to be invariant with respect to different sub-groups.
no code implementations • 9 Dec 2021 • Jiaqi Li, Xiaoyuan Xu, Zheng Yan, Han Wang, Yue Chen
The increasing global spread of electric vehicles (EVs) has introduced significant interdependence between transportation and power networks.
1 code implementation • 8 Oct 2021 • Jiaqi Li, Haoran Li, Yaran Chen, Zixiang Ding, Nannan Li, Mingjun Ma, Zicheng Duan, Dongbing Zhao
Compared with the traditional rule-based pruning method, this pipeline saves human labor and achieves a higher compression ratio with lower accuracy loss.
no code implementations • 29 Sep 2021 • Wei Wang, Jiaqi Li, Ruizhi Pu, Gezheng Xu, Fan Zhou, Changjian Shui, Charles Ling, Boyu Wang
Domain generalization aims to learn a predictive model from multiple different but related source tasks that can generalize well to a target task without the need of accessing any target data.
no code implementations • NeurIPS Workshop AI4Scien 2021 • Najeebullah Shah, Jiaqi Li, Fanhong Li, Wenchang Chen, Haoxiang Gao, Sijie Chen, Kui Hua, Xuegong Zhang
The study illustrated the feasibility, significance, and limitation of $\textit{ab initio}$ ML knowledge discovery on complex biological problems.
1 code implementation • 9 May 2021 • Changjian Shui, Zijian Li, Jiaqi Li, Christian Gagné, Charles Ling, Boyu Wang
Multi-source domain adaptation aims at leveraging the knowledge from multiple tasks for predicting a related target domain.
no code implementations • 26 Apr 2021 • Jiaqi Li, Ming Liu, Zihao Zheng, Heng Zhang, Bing Qin, Min-Yen Kan, Ting Liu
Multiparty Dialogue Machine Reading Comprehension (MRC) differs from traditional MRC as models must handle the complex dialogue discourse structure, previously unconsidered in traditional MRC.
Ranked #4 on Question Answering on Molweni
no code implementations • 2 Feb 2021 • Kyungduck Yoon, Jiaqi Li, Siyao Shao, Ashish Karn, Jiarong Hong
Imposing flow unsteadiness on the incoming flow has shown an increment in higher CQf at low free stream velocity and lower CQf at high free stream velocity.
Fluid Dynamics
no code implementations • 1 Jan 2021 • Changjian Shui, Zijian Li, Jiaqi Li, Christian Gagné, Charles Ling, Boyu Wang
We study the label shift problem in multi-source transfer learning and derive new generic principles to control the target generalization risk.
1 code implementation • 30 Nov 2020 • Jiaqi Li, Ross Drummond, Stephen R. Duncan
With the rise of smartphones and the internet-of-things, data is increasingly getting generated at the edge on local, personal devices.
1 code implementation • 14 Oct 2020 • HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang
Robust principal component analysis (RPCA) is a widely used tool for dimension reduction.
no code implementations • 27 May 2020 • Ke Xu, Anton S. Tremsin, Jiaqi Li, Daniela M. Ushizima, Catherine A. Davy, Amine Bouterf, Ying Tsun Su, Milena Marroccoli, Anna Maria Mauro, Massimo Osanna, Antonio Telesca, Paulo J. M. Monteiro
In the present work, samples were drilled from the "Hospitium" in Pompeii and were analyzed by synchrotron microtomography (uCT) and neutron radiography to study how the microstructure, including the presence of induced cracks, affects their water adsorption.
Applied Physics Materials Science Geophysics
1 code implementation • COLING 2020 • Jiaqi Li, Ming Liu, Min-Yen Kan, Zihao Zheng, Zekun Wang, Wenqiang Lei, Ting Liu, Bing Qin
Research into the area of multiparty dialog has grown considerably over recent years.
Ranked #7 on Discourse Parsing on Molweni
no code implementations • 8 Nov 2019 • Jiaqi Li, Ming Liu, Bing Qin, Zihao Zheng, Ting Liu
In this paper, we propose the scheme for annotating large-scale multi-party chat dialogues for discourse parsing and machine comprehension.
no code implementations • 7 Jun 2018 • Jiaqi Li, Zhifeng Zhao, Rongpeng Li, Honggang Zhang
Software Defined Internet of Things (SD-IoT) Networks profits from centralized management and interactive resource sharing which enhances the efficiency and scalability of IoT applications.
no code implementations • 10 Jul 2017 • Jiaqi Li, Zhifeng Zhao, Rongpeng Li
As an inevitable trend of future 5G networks, Software Defined architecture has many advantages in providing central- ized control and flexible resource management.