Sobal, Vlad

1. A Cookbook of Self-Supervised Learning
   2023/04/24 by Randall Balestriero, Mark Ibrahim, Balestriero, Randall +36 · 2 voices · 32 citations
   Computer Science · #Machine Learning and Data Classification
2. Learning from Reward-Free Offline Data: A Case for Planning with Latent Dynamics Models
   2025/02/20 by Vlad Sobal, Sobal, Vlad, Wancong Zhang +8 · 13 citations
   Computer Science · #AI-based Problem Solving and Planning #Advanced Database Systems and Queries #Bayesian Modeling and Causal Inference
3. Gradient-based Planning with World Models
   2023/12/28 by S, Jyothir, Jalagam, Siddhartha, LeCun, Yann +1 · 6 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Hierarchical World Models as Visual Whole-Body Humanoid Controllers
   2024/05/28 by Nicklas Hansen, Hansen, Nicklas, S V Jyothir +9 · 5 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO) #Video Surveillance and Tracking Methods
5. Light-weight probing of unsupervised representations for Reinforcement Learning
   2022/08/25 by Wancong Zhang, Zhang, Wancong, Anthony GX-Chen +7 · 2 citations
   Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Neural dynamics and brain function #Reinforcement Learning in Robotics
6. Joint Embedding Predictive Architectures Focus on Slow Features
   2022/11/20 by Vlad Sobal, Sobal, Vlad, S V Jyothir +9 · 2 citations
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning and Data Classification
7. \mathbbX-Sample Contrastive Loss: Improving Contrastive Learning with Sample Similarity Graphs
   2024/07/25 by Vlad Sobal, Sobal, Vlad, Mark Ibrahim +13 · 1 voice · 2 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #cs.CV #cs.LG