Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs

16 October 2022

Papers citing "Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs"

27 / 27 papers shown

Title
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 47 5 0 31 Dec 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey Thai-Hoc Vu Senthil Kumar Jagatheesaperumal Minh-Duong Nguyen Nguyen Van Huynh Sunghwan Kim Viet Quoc Pham 29 8 0 30 May 2024
Transformer-based Reasoning for Learning Evolutionary Chain of Events on Temporal Knowledge Graph Zhiyu Fang Shuai-Long Lei Xiaobin Zhu Chun Yang Shi-Xue Zhang Xu-Cheng Yin Jingyan Qin 24 8 0 01 May 2024
A Survey on Temporal Knowledge Graph: Representation Learning and Applications Lianshang Cai Xin Mao Yuhao Zhou Zhaoguang Long Changxu Wu Man Lan 22 11 0 02 Mar 2024
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach Tianshi Wang Jinyang Li Ruijie Wang Denizhan Kara Shengzhong Liu Davis Wertheimer Antoni Viros i Martin R. Ganti M. Srivatsa Tarek F. Abdelzaher 17 6 0 03 Feb 2024
Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns Xin Liu Zheng Li Yifan Gao Jingfeng Yang Tianyu Cao Zhengyang Wang Bing Yin Yangqiu Song AI4TS 27 10 0 23 Dec 2023
zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language Models Zifeng Ding Heling Cai Jingpei Wu Yunpu Ma Ruotong Liao Bo Xiong Volker Tresp AI4TS 26 11 0 15 Nov 2023
DURENDAL: Graph deep learning framework for temporal heterogeneous networks Manuel Dileo Matteo Zignani S. Gaito 37 1 0 30 Sep 2023
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects Jiapu Wang Boyue Wang M. Qiu Shirui Pan Bo Xiong ... Linhao Luo Tengfei Liu Yongli Hu Baocai Yin Wen Gao 36 18 0 04 Aug 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 26 5 0 05 Jul 2023
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process Approach Zicheng Zhao Linhao Luo Shirui Pan Quoc Viet Hung Nguyen Chenggui Gong 25 6 0 26 Jun 2023
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning Ruijie Wang Baoyu Li Yichen Lu Dachun Sun Jinning Li Yuchen Yan Shengzhong Liu Hanghang Tong Tarek F. Abdelzaher 17 5 0 13 Jun 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 23 126 0 30 May 2023
River of No Return: Graph Percolation Embeddings for Efficient Knowledge Graph Reasoning Kai Wang Siqiang Luo Dan Lin 25 4 0 17 May 2023
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning Zifeng Ding Jingpei Wu Zong-Xun Li Yunpu Ma Volker Tresp 25 8 0 02 Apr 2023
Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning Ruijie Wang Zheng Li Jingfeng Yang Tianyu Cao Chao Zhang Bing Yin Tarek F. Abdelzaher 27 11 0 27 Mar 2023
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal K. Liang Lingyuan Meng Meng Liu Yue Liu Wenxuan Tu Siwei Wang Sihang Zhou Xinwang Liu Fu Sun LRM 24 107 0 12 Dec 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 15 5 0 16 Nov 2022
FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery Changlong Yu Weiqi Wang Xin Liu Jiaxin Bai Yangqiu Song Zheng Li Yifan Gao Tianyu Cao Bing Yin 39 22 0 15 Nov 2022
TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph Xu Lin Chengjin Xu E. Haihong Fenglong Su Gengxian Zhou Tianyi Hu Ningyuan Li Mingzhi Sun Haoran Luo ReLM 20 13 0 28 May 2022
Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction Zifeng Ding Bailan He Yunpu Ma Zhen Han Volker Tresp 35 11 0 21 May 2022
RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph Ruijie Wang Zheng Li Danqing Zhang Qingyu Yin Tong Zhao Bing Yin Tarek F. Abdelzaher AI4TS 24 24 0 12 Feb 2022
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation Leyang Cui Yu-Huan Wu Shujie Liu Yue Zhang 72 22 0 12 Sep 2021
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Jiawei Sheng Shu Guo Zhenyu Chen Juwei Yue Lihong Wang Tingwen Liu Hongbo Xu 99 114 0 19 Oct 2020
Learning Sequence Encoders for Temporal Knowledge Graph Completion Alberto García-Durán Sebastijan Dumancic Mathias Niepert 187 396 0 10 Sep 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 165 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,677 0 09 Mar 2017