Title
Comparative analysis and evaluation of ageing forecasting methods for semiconductor devices in online health monitoring Adrian Villalobos Iban Barrutia Rafael Pena-Alzola Tomislav Dragicevic Jose I. Aizpurua 60 0 0 26 Mar 2025
Goal2Story: A Multi-Agent Fleet based on Privately Enabled sLLMs for Impacting Mapping on Requirements Elicitation X. Zou Yan Liu X. Shi Chen Yang 39 0 0 17 Mar 2025
Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Mingyu Jin Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Mengnan Du AI4TS 88 26 0 31 Dec 2024
EasyTime: Time Series Forecasting Made Easy Xiangfei Qiu Xiuwen Li Ruiyang Pang Zhicheng Pan X. Wu ... Chengcheng Yang Chenjuan Guo Aoying Zhou Christian S. Jensen Bin Yang AI4TS 55 14 0 23 Dec 2024
Financial Fine-tuning a Large Time Series Model Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 71 0 0 13 Dec 2024
Forecasting Company Fundamentals Felix Divo Eric Endress Kevin Endler Kristian Kersting D. Dhami AI4TS 17 0 0 21 Oct 2024
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 35 4 0 11 Oct 2024
GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks Renat Sergazinov Elizabeth Chun Valeriya Rogovchenko Nathaniel Fernandes Nicholas Kasman I. Gaynanova AI4TS 16 3 0 08 Oct 2024
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 22 2 0 07 Oct 2024
A House United Within Itself: SLO-Awareness for On-Premises Containerized ML Inference Clusters via Faro Beomyeol Jeon Chen Wang Diana Arroyo Alaa Youssef Indranil Gupta 25 0 0 29 Sep 2024
Safe Decentralized Multi-Agent Control using Black-Box Predictors, Conformal Decision Policies, and Control Barrier Functions Sacha Huriot Hussein Sibai 25 1 0 27 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 29 4 0 24 Sep 2024
An Evaluation of Deep Learning Models for Stock Market Trend Prediction Gonzalo Lopez Gil Paul Duhamel-Sebline Andrew McCarren AIFin 18 0 0 22 Aug 2024
An Evaluation of Standard Statistical Models and LLMs on Time Series Forecasting Rui Cao Qiao Wang 27 1 0 09 Aug 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 21 0 0 29 Jul 2024
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 25 2 0 04 Jun 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Jiexia Ye Weiqi Zhang Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 38 4 0 03 May 2024
Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data C. Symeonidis N. Nikolaidis 14 0 0 26 Apr 2024
WaveCatBoost for Probabilistic Forecasting of Regional Air Quality Data Jintu Borah Tanujit Chakraborty Md. Shahrul Md. Nadzir Mylene G. Cayetano Shubhankar Majumdar 17 1 0 08 Apr 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 49 61 0 29 Mar 2024
Recency-Weighted Temporally-Segmented Ensemble for Time-Series Modeling P. V. Johnsen Eivind Bøhn Sølve Eidnes Filippo Remonato S. Riemer-Sørensen AI4TS 11 0 0 04 Mar 2024
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting Haoxin Liu Zhiyuan Zhao Jindong Wang Harshavardhan Kamarthi B. A. Prakash AI4TS LRM VLM 52 23 0 25 Feb 2024
Right on Time: Revising Time Series Models by Constraining their Explanations Maurice Kraus David Steinmann Antonia Wüst Andre Kokozinski Kristian Kersting AI4TS 32 4 0 20 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 8 7 0 07 Feb 2024
Causal Forecasting for Pricing Douglas Schultz Johannes Stephan Julian Sieber Trudie Yeh Manuel Kunz Patrick Doupe Tim Januschowski 17 1 0 23 Dec 2023
How Does It Function? Characterizing Long-term Trends in Production Serverless Workloads Artjom Joosen Ahmed Hassan Martin Asenov Rajkarn Singh L. N. Darlow Jianfeng Wang Adam Barker 29 36 0 15 Dec 2023
A projected nonlinear state-space model for forecasting time series signals Christian Donner Anuj Mishra Hideaki Shimazaki AI4TS 6 0 0 22 Nov 2023
Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System Gargya Gokhale Jonas Van Gompel Bert Claessens Chris Develder AI4TS 13 3 0 29 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 28 116 0 16 Oct 2023
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 8 60 0 14 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 25 313 0 11 Oct 2023
ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons Jiawen Zhang Xumeng Wen Zhenwei Zhang Shun Zheng Jia Li Jiang Bian AI4TS 22 0 0 11 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 25 346 0 03 Oct 2023
Asset Bundling for Wind Power Forecasting Hanyu Zhang Mathieu Tanneau Chaofan Huang V. R. Joseph Shangkun Wang Pascal Van Hentenryck AI4TS 14 0 0 28 Sep 2023
Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning Arian Prabowo Kaixuan Chen Hao Xue Subbu Sethuvenkatraman Flora D. Salim 19 0 0 08 Sep 2023
Forecasting Emergency Department Crowding with Advanced Machine Learning Models and Multivariable Input Jalmari Tuominen Eetu Pulkkinen Jaakko Peltonen J. Kanniainen N. Oksala A. Palomäki A. Roine 6 0 0 31 Aug 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 16 57 0 31 Jul 2023
DeepTSF: Codeless machine learning operations for time series forecasting Sotiris Pelekis Evangelos Karakolis Theodosios Pountridis Georgios Kormpakis G. Lampropoulos S. Mouzakitis D. Askounis AI4TS AI4CE 8 9 0 28 Jul 2023
A Machine Learning Pressure Emulator for Hydrogen Embrittlement Minh Triet Chau J. L. S. Almeida Elie Alhajjar A. C. N. Junior AI4CE 11 0 0 22 Jun 2023
Continually learning out-of-distribution spatiotemporal data for robust energy forecasting Arian Prabowo Kaixuan Chen Hao Xue Subbu Sethuvenkatraman Flora D. Salim OOD 13 11 0 10 Jun 2023
CyPhERS: A Cyber-Physical Event Reasoning System providing real-time situational awareness for attack and fault response Nils Müller Kaibin Bao Jörg Matthes K. Heussen 17 5 0 26 May 2023
Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources Elena Giacomazzi Felix Haag K. Hopf 11 26 0 17 May 2023
Who You Play Affects How You Play: Predicting Sports Performance Using Graph Attention Networks With Temporal Convolution Rui Luo Vikram Krishnamurthy 6 1 0 29 Mar 2023
An Efficient Online Prediction of Host Workloads Using Pruned GRU Neural Nets Amin Setayesh Hamidreza Hadian R.-C. Prodan 11 1 0 29 Mar 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 14 11 0 28 Mar 2023
The Battle of Information Representations: Comparing Sentiment and Semantic Features for Forecasting Market Trends A.S. Zaichenko A. Kazakov Elizaveta Kovtun S. Budennyy AIFin 12 1 0 24 Mar 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 8 27 0 22 Mar 2023
Model scale versus domain knowledge in statistical forecasting of chaotic systems W. Gilpin AI4TS 14 13 0 13 Mar 2023
A comparative assessment of deep learning models for day-ahead load forecasting: Investigating key accuracy drivers Sotiris Pelekis Ioannis-Konstantinos Seisopoulos Evangelos Spiliotis Theodosios Pountridis Evangelos Karakolis S. Mouzakitis D. Askounis 13 14 0 23 Feb 2023
TemporAI: Facilitating Machine Learning Innovation in Time Domain Tasks for Medicine Evgeny S. Saveliev M. Schaar 8 4 0 28 Jan 2023