Title
Is In-Context Learning in Large Language Models Bayesian? A Martingale Perspective Fabian Falck Ziyu Wang Chris Holmes 58 13 0 02 Jun 2024
Large Language Models are Zero-Shot Next Location Predictors Ciro Beneduce Bruno Lepri Massimiliano Luca 41 7 0 31 May 2024
SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems Patrick Emami Zhaonan Li Saumya Sinha Truc Nguyen 56 1 0 30 May 2024
Predicting Rental Price of Lane Houses in Shanghai with Machine Learning Methods and Large Language Models Tingting Chen Shijing Si 22 0 0 26 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Keli Zhang AI4TS 37 8 0 25 May 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models Shengchao Chen Guodong Long Jing Jiang Chengqi Zhang 51 4 0 24 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Keli Zhang Yuankai Wu AI4TS 42 1 0 24 May 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 36 10 0 24 May 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 31 8 0 24 May 2024
In-context Time Series Predictor Jiecheng Lu Yan Sun Shihao Yang AI4TS 38 4 0 23 May 2024
MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs Georgios Chatzigeorgakidis Konstantinos Lentzos Dimitrios Skoutas AI4TS 43 3 0 23 May 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Keli Zhang AI4TS AI4CE 48 6 0 23 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Xiuying Chen Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 68 1 0 22 May 2024
Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective Zhijian Xu Hao Wang Qiang Xu AI4TS 41 11 0 22 May 2024
Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities Hao Zhou Chengming Hu Ye Yuan Yufei Cui Yili Jin ... Di Wu Xue Liu Charlie Zhang Xianbin Wang Jiangchuan Liu 35 59 0 17 May 2024
LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting Stijn Verdenius Andrea Zerio Roy L.M. Wang BDL AI4TS AI4CE 34 2 0 16 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 52 7 0 15 May 2024
DoLLM: How Large Language Models Understanding Network Flow Data to Detect Carpet Bombing DDoS Qingyang Li Yihang Zhang Zhidong Jia Yannan Hu Lei Zhang Jianrong Zhang Yongming Xu Yong Cui Zongming Guo Xinggong Zhang AI4CE 42 7 0 13 May 2024
Traj-LLM: A New Exploration for Empowering Trajectory Prediction with Pre-trained Large Language Models Zhengxing Lan Hongbo Li Lingshan Liu Bo Fan Yisheng Lv Yilong Ren Zhiyong Cui 42 16 0 08 May 2024
Representation Learning of Daily Movement Data Using Text Encoders Alexander Capstick Tianyu Cui Yu Chen Payam Barnaghi AI4TS 28 2 0 07 May 2024
A Causal Explainable Guardrails for Large Language Models Zhixuan Chu Yan Wang Longfei Li Zhibo Wang Zhan Qin Kui Ren LLMSV 49 7 0 07 May 2024
Traffic Performance GPT (TP-GPT): Real-Time Data Informed Intelligent ChatBot for Transportation Surveillance and Management Bingzhang Wang Zhiyu Cai Muhammad Monjurul Karim Chenxi Liu Yinhai Wang 44 6 0 05 May 2024
A Survey of Few-Shot Learning for Biomedical Time Series Chenqi Li Timothy Denison Tingting Zhu 22 1 0 03 May 2024
Large Language Models for UAVs: Current State and Pathways to the Future Shumaila Javaid Nasir Saeed Bin He 40 17 0 02 May 2024
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Shengsheng Lin Weiwei Lin Wentai Wu Haojun Chen Junjie Yang 42 36 0 02 May 2024
Language Models Still Struggle to Zero-shot Reason about Time Series Mike A. Merrill Mingtian Tan Vinayak Gupta Tom Hartvigsen Tim Althoff AI4TS LRM 45 28 0 17 Apr 2024
TSLANet: Rethinking Transformers for Time Series Representation Learning Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu Xiaoli Li AI4TS AIFin 36 37 0 12 Apr 2024
Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Sebastian Bordt Harsha Nori Vanessa Rodrigues Besmira Nushi Rich Caruana 38 12 0 09 Apr 2024
TimeGPT in Load Forecasting: A Large Time Series Model Perspective Wenlong Liao F. Porté-Agel Jiannong Fang Christian Rehtanz Shouxiang Wang Dechang Yang Zhe Yang AI4TS 20 9 0 07 Apr 2024
Towards Responsible and Reliable Traffic Flow Prediction with Large Language Models Xusen Guo Qiming Zhang Junyue Jiang Mingxing Peng Hao Hao Yang Meixin Zhu AI4TS 38 1 0 03 Apr 2024
From Similarity to Superiority: Channel Clustering for Time Series Forecasting Jialin Chen J. E. Lenssen Aosong Feng Weihua Hu Matthias Fey Leandros Tassiulas J. Leskovec Rex Ying AI4TS 34 10 0 31 Mar 2024
LLMSense: Harnessing LLMs for High-level Reasoning Over Spatiotemporal Sensor Traces Xiaomin Ouyang Mani B. Srivastava LRM 37 18 0 28 Mar 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 70 17 0 12 Mar 2024
$$\textbf{S}^2$IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting$ $\textbf{S}^2$ IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting Zijie Pan Yushan Jiang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS 47 6 0 09 Mar 2024
Towards Foundation Time Series Model: To Synthesize Or Not To Synthesize? Kseniia Kuvshinova Olga Tsymboi Alina Kostromina Dmitry Simakov Elizaveta Kovtun AI4TS 26 2 0 04 Mar 2024
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy Liang Zhang Jionghao Lin Conrad Borchers John Sabatini John Hollander Meng Cao Xiangen Hu 44 8 0 04 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
Wisdom of the Silicon Crowd: LLM Ensemble Prediction Capabilities Rival Human Crowd Accuracy P. Schoenegger Indre Tuminauskaite Peter S. Park Rafael Valdece Sousa Bastos P. Tetlock 43 25 0 29 Feb 2024
Approaching Human-Level Forecasting with Language Models Danny Halawi Fred Zhang Chen Yueh-Han Jacob Steinhardt 50 29 0 28 Feb 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 39 66 0 27 Feb 2024
Determinants of LLM-assisted Decision-Making Eva Eigner Thorsten Händler 51 45 0 27 Feb 2024
United We Pretrain, Divided We Fail! Representation Learning for Time Series by Pretraining on 75 Datasets at Once Maurice Kraus Felix Divo David Steinmann Devendra Singh Dhami Kristian Kersting AI4TS 36 0 0 23 Feb 2024
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models Haotian Si Changhua Pei Hang Cui Jingwen Yang Yongqian Sun ... Haiming Zhang Jing Han Dan Pei Jianhui Li Gaogang Xie AI4TS 24 6 0 16 Feb 2024
Pretext Training Algorithms for Event Sequence Data Yimu Wang He Zhao Ruizhi Deng Frederick Tung Greg Mori AI4TS 34 0 0 16 Feb 2024
Changes by Butterflies: Farsighted Forecasting with Group Reservoir Transformer Md Kowsher Abdul Rafae Khan Jia Xu 32 0 0 14 Feb 2024
AI-Augmented Predictions: LLM Assistants Improve Human Forecasting Accuracy P. Schoenegger Peter S. Park Ezra Karger P. Tetlock 45 14 0 12 Feb 2024
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction Cheng Feng Long Huang Denis Krompass AI4TS 23 5 0 12 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 38 19 0 07 Feb 2024
Professional Agents -- Evolving Large Language Models into Autonomous Experts with Human-Level Competencies Zhixuan Chu Yan Wang Feng Zhu Lu Yu Longfei Li Jinjie Gu LLMAG 23 8 0 06 Feb 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Yiyuan Yang Linglong Qian Wei Cao Keli Zhang Wenjia Wang Yuxuan Liang Qingsong Wen AI4TS SyDa BDL 48 38 0 06 Feb 2024