The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models

12 September 2023

Papers citing "The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models"

15 / 15 papers shown

Title
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model Xinyu Wang Feng Liu Rui Su Zhilin Wang Junlin Wu Wanli Ouyang VLM 133 0 0 27 Feb 2025
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 39 7 0 27 Oct 2024
SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 42 6 0 14 Oct 2024
IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models Tuo An Yunjiao Zhou Han Zou Jianfei Yang LRM 34 4 0 03 Oct 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 36 1 0 02 Sep 2024
Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis Ajan Subramanian Zhongqi Yang Iman Azimi Amir M. Rahmani 31 2 0 24 Jun 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Weiqi Zhang Jiexia Ye Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 45 22 0 03 May 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 Feb 2024
Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Hao Wang Xu Ju Jiangtong Li Zhijian Xu Dawei Cheng Qiang Xu AI4TS KELM 30 19 0 07 Feb 2024
Empowering Time Series Analysis with Large Language Models: A Survey Yushan Jiang Zijie Pan Xikun Zhang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS AIFin 94 47 0 05 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang Jindong Wang Shirui Pan Qingsong Wen AI4TS 29 16 0 05 Feb 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 85 55 0 02 Feb 2024
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,244 0 30 Jan 2023
Multilingual Translation via Grafting Pre-trained Language Models Zewei Sun Mingxuan Wang Lei Li AI4CE 188 22 0 11 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021