ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models

11 March 2024

Papers citing "ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models"

28 / 28 papers shown

Title
Semantically Encoding Activity Labels for Context-Aware Human Activity Recognition Wen Ge Guanyi Mou Emmanuel O. Agu Kyumin Lee 46 0 0 10 Apr 2025
Leveraging Large Language Models for Explainable Activity Recognition in Smart Homes: A Critical Evaluation Michele Fiori Gabriele Civitarese Priyankar Choudhary Claudio Bettini 69 1 0 20 Mar 2025
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 126 2 0 11 Nov 2024
UniMTS: Unified Pre-training for Motion Time Series Xiyuan Zhang Diyan Teng Ranak Roy Chowdhury Shuheng Li Dezhi Hong Rajesh K. Gupta Jingbo Shang AI4TS 45 4 0 18 Oct 2024
Large Language Models are Zero-Shot Recognizers for Activities of Daily Living Gabriele Civitarese Michele Fiori Priyankar Choudhary Claudio Bettini 60 5 0 01 Jul 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models Hao Zhang Yuyang Zhang Xiaoguang Li Wenxuan Shi Haonan Xu ... Yasheng Wang Lifeng Shang Qun Liu Yong Liu Ruiming Tang KELM 69 5 0 29 May 2024
NumeroLogic: Number Encoding for Enhanced LLMs' Numerical Reasoning Eli Schwartz Leshem Choshen J. Shtok Sivan Doveh Leonid Karlinsky Assaf Arbelle 60 15 0 30 Mar 2024
HARGPT: Are LLMs Zero-Shot Human Activity Recognizers? Sijie Ji Xinzhe Zheng Chenshu Wu 71 31 0 05 Mar 2024
Transfer Learning in Human Activity Recognition: A Survey Sourish Gunesh Dhekane Thomas Ploetz MU AI4TS 73 41 0 18 Jan 2024
TENT: Connect Language Models with IoT Sensors for Zero-Shot Activity Recognition Yunjiao Zhou Jianfei Yang Han Zou Lihua Xie VLM 51 20 0 14 Nov 2023
GG-LLM: Geometrically Grounding Large Language Models for Zero-shot Human Activity Forecasting in Human-Aware Task Planning Moritz Graule Volkan Isler LM&Ro 64 14 0 30 Oct 2023
Toward Pioneering Sensors and Features Using Large Language Models in Human Activity Recognition Haruzo Kaneko Sozo Inoue 42 4 0 28 Jun 2023
Unsupervised Human Activity Recognition through Two-stage Prompting with ChatGPT Qingxin Xia T. Maekawa Takahiro Hara 32 10 0 03 Jun 2023
Generating Virtual On-body Accelerometer Data from Virtual Textual Descriptions for Human Activity Recognition Zi-Jian Leng Hyeokhyen Kwon Thomas Plötz 45 17 0 04 May 2023
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 68 89 0 22 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 738 9,267 0 28 Jan 2022
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 56 130 0 21 Jul 2021
Explainable Activity Recognition for Smart Home Systems Devleena Das Yasutaka Nishimura R. Vivek Naoto Takeda Sean T. Fish Thomas Ploetz Sonia Chernova 41 43 0 20 May 2021
Neuro-Symbolic Artificial Intelligence: Current Trends Md Kamruzzaman Sarker Lu Zhou Aaron Eberhart Pascal Hitzler NAI 46 91 0 11 May 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 599 41,736 0 28 May 2020
Text Recognition in the Wild: A Survey Xiaoxue Chen Lianwen Jin Yuanzhi Zhu Canjie Luo Tianwei Wang 3DV 74 105 0 07 May 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities Kaixuan Chen Dalin Zhang Lina Yao Bin Guo Zhiwen Yu Yunhao Liu HAI 48 632 0 21 Jan 2020
Knowledge Infused Learning (K-IL): Towards Deep Incorporation of Knowledge in Deep Learning Ugur Kursuncu Manas Gaur A. Sheth NAI 56 58 0 01 Dec 2019
Context-driven Active and Incremental Activity Recognition Gabriele Civitarese Riccardo Presotto Claudio Bettini HAI 35 45 0 07 Jun 2019
Cross-Subject Transfer Learning in Human Activity Recognition Systems using Generative Adversarial Networks Elnaz Soleimani Ehsan Nazerfard GAN 42 126 0 29 Mar 2019
Deep Learning for Sensor-based Activity Recognition: A Survey Jindong Wang Yiqiang Chen Shuji Hao Xiaohui Peng Lisha Hu HAI 40 1,629 0 12 Jul 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 250 19,929 0 07 Oct 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 891 16,891 0 16 Feb 2016