Chenghao Liu
- Unified Training of Universal Time Series Forecasting Transformers
2024/02/04 by Gerald Woo, Woo, Gerald, Chenghao Liu +8 · 126 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- SE(3)-Stochastic Flow Matching for Protein Backbone Generation
2023/10/03 by Avishek Joey Bose, Bose, Avishek Joey, Tara Akhound-Sadegh +19 · 3 voices · 33 citations
Biochemistry, Genetics and Molecular Biology · Engineering · #cs.LG #cs.AI
- GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation
2024/10/14 by Taha Aksu, Aksu, Taha, Gerald Woo +13 · 45 citations
Computer Science · Decision Sciences · #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts
2024/10/14 by Xu Liu, Juncheng Liu, Liu, Xu +17 · 37 citations
Computer Science · Engineering · #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques #Anomaly Detection Techniques and Applications
- Iterated Denoising Energy Matching for Sampling from Boltzmann Densities
2024/02/09 by Tara Akhound-Sadegh, Akhound-Sadegh, Tara, Jarrid Rector-Brooks +21 · 19 citations
Computer Science · Materials Science · #Electron and X-Ray Spectroscopy Techniques #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
- CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting
2022/02/03 by Gerald Woo, Chenghao Liu, Woo, Gerald +6 · 10 citations
Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Stock Market Forecasting Methods #Forecasting Techniques and Applications
- VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters
2024/08/30 by Mouxiang Chen, Chen, Mouxiang, Lefei Shen +9 · 19 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Learning Fast and Slow for Online Time Series Forecasting
2022/02/23 by Quang Pham, Pham, Quang, Chenghao Liu +5 · 7 citations
Computer Science · #Time Series Analysis and Forecasting #Data Stream Mining Techniques #Neural Networks and Applications
- A Survey on Diffusion Models for Time Series and Spatio-Temporal Data
2024/04/29 by Yiyuan Yang, Yang, Yiyuan, Ming Jin +21 · 12 citations
Computer Science · #Time Series Analysis and Forecasting
- RGFN: Synthesizable Molecular Generation Using GFlowNets
2024/06/01 by Michał Koziarski, Koziarski, Michał, Andrei Rekesh +15 · 11 citations
Materials Science · Computer Science · Engineering · #Machine Learning in Materials Science #Computational Drug Discovery Methods #Innovative Microfluidic and Catalytic Techniques Innovation
- HINormer: Representation Learning On Heterogeneous Information Networks with Graph Transformer
2023/02/22 by Qiheng Mao, Mao, Qiheng, Zemin Liu +5 · 7 citations
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques #Topic Modeling
- Diffusion Generative Flow Samplers: Improving learning signals through partial trajectory optimization
2023/10/04 by Dinghuai Zhang, Zhang, Dinghuai, Ricky T. Q. Chen +7 · 7 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing #Gaussian Processes and Bayesian Inference
- Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting
2024/05/23 by Qingxiang Liu, Liu, Qingxiang, Xu Liu +7 · 8 citations
Computer Science · Decision Sciences · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
- Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation
2024/05/30 by Guillaume Huguet, James Vuckovic, Huguet, Guillaume +21 · 7 citations
Biochemistry, Genetics and Molecular Biology · Medicine · #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Monoclonal and Polyclonal Antibodies Research #Protein purification and stability #Viral Infectious Diseases and Gene Expression in Insects
- Cross-Modal Food Retrieval: Learning a Joint Embedding of Food Images and Recipes with Semantic Consistency and Attention Mechanism
2020/03/09 by Hao Wang, Wang, Hao, Doyen Sahoo +11 · 3 citations
Agricultural and Biological Sciences · Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Culinary Culture and Tourism #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimedia (cs.MM)
- UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting
2024/06/07 by Juncheng Liu, Liu, Juncheng, Chenghao Liu +11 · 5 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts
2023/12/12 by Giang Do, Do, Giang, Khiem Le +18 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Speech Recognition and Synthesis #Speech and Audio Processing
- A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization
2024/11/09 by Haoxin Liu, Liu, Haoxin, Chenghao Liu +3 · 6 citations
Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies #Time Series Analysis and Forecasting
- Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain
2023/10/08 by Gerald Woo, Woo, Gerald, Chenghao Liu +4 · 3 citations
Computer Science · Decision Sciences · #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Merlion: A Machine Learning Library for Time Series
2021/09/20 by Aadyot Bhatnagar, Bhatnagar, Aadyot, Paul Kassianik +43 · 2 citations
Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Software (cs.MS) #Time Series Analysis and Forecasting
- AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges
2023/04/10 by Qian Cheng, Doyen Sahoo, Cheng, Qian +15 · 2 citations
Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data and Business Intelligence #Data Quality and Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Software Engineering (cs.SE) #Software System Performance and Reliability #and Cluster Computing (cs.DC)
- Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models
2025/03/14 by Xu Liu, Taha Aksu, Liu, Xu +17 · 6 citations
Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting
- Towards equilibrium molecular conformation generation with GFlowNets
2023/10/20 by Alexandra Volokhova, Volokhova, Alexandra, Michał Koziarski +17 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Computational Drug Discovery Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Protein Structure and Dynamics
- UniConv: A Unified Conversational Neural Architecture for Multi-domain Task-oriented Dialogues
2020/04/29 by Hung Lê, Le, Hung, Doyen Sahoo +7 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Speech and dialogue systems #Topic Modeling
- Achieving Time Series Reasoning Requires Rethinking Model Design, Tasks Formulation, and Evaluation
2025/02/03 by Yaxuan Kong, Kong, Yaxuan, Yiyuan Yang +17 · 3 citations
Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
- XForecast: Evaluating Natural Language Explanations for Time Series Forecasting
2024/10/18 by Taha Aksu, Chenghao Liu, Aksu, Taha +9 · 1 citation
Decision Sciences · Computer Science · #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Scientific Computing and Data Management
- Post-Training in Time Series Foundation Models: A Unifying Framework
2026/07/22 by Shifeng Xie, Ambroise Odonnat, Zehao Xiao +7
#cs.LG #cs.AI