Josif Grabocka
- Well-tuned Simple Nets Excel on Tabular Datasets
2021/06/21 by Arlind Kadra, Kadra, Arlind, Marius Lindauer +5 · 1 voice · 13 citations
Computer Science · #Advanced Neural Network Applications #Image Enhancement Techniques #Machine Learning and Data Classification #cs.LG
- Transformers Can Do Bayesian Inference
2021/12/20 by Samuel Müller, Müller, Samuel, Noah Hollmann +7 · 3 voices · 48 citations
Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Machine Learning and Data Classification #cs.LG #stat.ML
- Scaling Laws for Hyperparameter Optimization
2023/02/01 by Arlind Kadra, Maciej Janowski, Kadra, Arlind +5 · 1 voice · 4 citations
Computer Science · #Machine Learning and Data Classification #Advanced Neural Network Applications #Data Stream Mining Techniques
- HPO-B: A Large-Scale Reproducible Benchmark for Black-Box HPO based on\n OpenML
2021/06/11 by Sebastian Pineda Arango, Hadi S. Jomaa, Arango, Sebastian Pineda +5 · 8 citations
Computer Science · #Machine Learning and Data Classification #Data Stream Mining Techniques #Advanced Multi-Objective Optimization Algorithms
- Few-Shot Bayesian Optimization with Deep Kernel Surrogates
2021/01/19 by Martin Wistuba, Wistuba, Martin, Josif Grabocka +1 · 7 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Interpretable Mesomorphic Networks for Tabular Data
2023/05/22 by Arlind Kadra, Kadra, Arlind, Sebastian Pineda Arango +3 · 2 voices
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #cs.LG
- Hyp-RL : Hyperparameter Optimization by Reinforcement Learning
2019/06/27 by Hadi S. Jomaa, Jomaa, Hadi S., Josif Grabocka +3 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Deep Pipeline Embeddings for AutoML
2023/05/23 by Sebastian Pineda Arango, Josif Grabocka, Arango, Sebastian Pineda +1 · 1 voice
Computer Science · #Advanced Multi-Objective Optimization Algorithms #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification #cs.LG
- NeuralWarp: Time-Series Similarity with Warping Networks
2018/12/20 by Josif Grabocka, Grabocka, Josif, Lars Schmidt-Thieme +1 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing #Time Series Analysis and Forecasting
- Ultra-Fast Shapelets for Time Series Classification
2015/03/17 by Martin Wistuba, Wistuba, Martin, Josif Grabocka +3 · 1 citation
Computer Science · Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Music and Audio Processing #Time Series Analysis and Forecasting
- Deep Ranking Ensembles for Hyperparameter Optimization
2023/03/27 by Abdus Salam Khazi, Sebastian Pineda Arango, Khazi, Abdus Salam +3 · 1 citation
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research
- Chameleon: Learning Model Initializations Across Tasks With Different Schemas
2019/09/30 by Lukas Brinkmeyer, Rafael Rêgo Drumond, Brinkmeyer, Lukas +7 · 1 citation
Computer Science · #68 #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Topic Modeling
- Channel masking for multivariate time series shapelets
2017/11/02 by Dripta S. Raychaudhuri, Raychaudhuri, Dripta S., Josif Grabocka +3 · 1 citation
Computer Science · Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Music and Audio Processing #Time Series Analysis and Forecasting
- Warmstarting for Scaling Language Models
2024/11/11 by Neeratyoy Mallik, Mallik, Neeratyoy, Maciej Janowski +11 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling