Jayant Kalagnanam

1. A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
   2022/11/27 by Yuqi Nie, Nie, Yuqi, Nam Hoai Nguyen +5 · 474 citations
   Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
2. Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
   2024/01/08 by Vijay Ekambaram, Arindam Jati, Ekambaram, Vijay +13 · 1 voice · 45 citations
   Computer Science · Decision Sciences · Medicine · #Artificial Intelligence (cs.AI) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods #cs.AI #cs.LG
3. AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data
   2023/10/31 by Vijay Ekambaram, Palaskar, Santosh, Ekambaram, Vijay +24 · 6 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software System Performance and Reliability #Time Series Analysis and Forecasting
4. Optimal Generalized Decision Trees via Integer Programming
   2016/12/10 by Oktay Günlük, Jayant Kalagnanam, Gunluk, Oktay +6 · 2 citations
   Computer Science · #90C10 #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
5. FailureSensorIQ: A Multi-Choice QA Dataset for Understanding Sensor Relationships and Failure Modes
   2025/06/03 by Christodoulos Constantinides, Constantinides, Christodoulos, Dhaval Patel +8 · 4 citations
   Computer Science · Materials Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Text Readability and Simplification #Topic Modeling
6. AssetOpsBench: Benchmarking AI Agents for Task Automation in Industrial Asset Operations and Maintenance
   2025/06/04 by Dhaval Patel, Patel, Dhaval, Shuxin Lin +15 · 2 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Digital Transformation in Industry #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Multiagent Systems (cs.MA)
7. A Scalable MIP-based Method for Learning Optimal Multivariate Decision\n Trees
   2020/11/06 by Haoran Zhu, Zhu, Haoran, Pavankumar Murali +7 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural Networks and Applications #Optimization and Control (math.OC)
8. FunL2O: LLM-Guided Feature Function Design for Learning to Optimize
   2026/07/29 by Bingheng Li, Junyang Cai, Yupeng Zhang +3
   Computer Science · #cs.LG #cs.AI