Karkus, Peter
- Particle Filter Networks with Application to Visual Localization
2018/05/23 by Karkus, Peter, Hsu, David, Lee, Wee Sun · 11 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Robotics (cs.RO)
- DTPP: Differentiable Joint Conditional Prediction and Cost Evaluation for Tree Policy Planning in Autonomous Driving
2023/10/09 by Zhiyu Huang, Péter Karkus, Huang, Zhiyu +9 · 15 citations
Engineering · Computer Science · #Autonomous Vehicle Technology and Safety #Advanced Neural Network Applications #Multimodal Machine Learning Applications
- DistillNeRF: Perceiving 3D Scenes from Single-Glance Images by Distilling Neural Fields and Foundation Model Features
2024/06/17 by Wang, Letian, Kim, Seung Wook, Yang, Jiawei +7 · 13 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations
2020/02/23 by Ma, Xiao, Karkus, Peter, Hsu, David +2 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models
2024/12/05 by Zhejun Zhang, Péter Karkus, Zhang, Zhejun +11 · 12 citations
Decision Sciences · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Real-time simulation and control systems #Simulation Techniques and Applications #Traffic control and management
- STORM: Spatio-Temporal Reconstruction Model for Large-Scale Outdoor Scenes
2024/12/31 by Jiawei Yang, Jiahui Huang, Yang, Jiawei +23 · 1 voice · 11 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CV #cs.LG
- QMDP-Net: Deep Learning for Planning under Partial Observability
2017/03/20 by Péter Karkus, David Hsu, Karkus, Peter +3 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural and Evolutionary Computing (cs.NE) #Reinforcement Learning in Robotics
- DiffStack: A Differentiable and Modular Control Stack for Autonomous Vehicles
2022/12/13 by Péter Karkus, Boris Ivanovic, Karkus, Peter +5 · 5 citations
Engineering · Computer Science · #Autonomous Vehicle Technology and Safety #Advanced Neural Network Applications
- Tree-structured Policy Planning with Learned Behavior Models
2023/01/27 by Yuxiao Chen, Péter Karkus, Chen, Yuxiao +7 · 3 citations
Engineering · #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #FOS: Electrical engineering #Robotics (cs.RO) #Systems and Control (eess.SY) #Transportation and Mobility Innovations #electronic engineering #information engineering
- Interactive Joint Planning for Autonomous Vehicles
2023/10/27 by Yuxiao Chen, Chen, Yuxiao, Sushant Veer +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Particle Filter Recurrent Neural Networks
2019/05/30 by Xiao Ma, Ma, Xiao, Péter Karkus +5 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Receding Horizon Planning with Rule Hierarchies for Autonomous Vehicles
2022/12/06 by Veer, Sushant, Leung, Karen, Cosner, Ryan +3 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Alpamayo-R1: Bridging Reasoning and Action Prediction for Generalizable Autonomous Driving in the Long Tail
2025/10/30 by Nvidia Nvidia, NVIDIA, : +78 · 12 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Physically Embedded Planning Problems: New Challenges for Reinforcement Learning
2020/09/11 by Mirza, Mehdi, Jaegle, Andrew, Hunt, Jonathan J. +9 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Differentiable SLAM-net: Learning Particle SLAM for Visual Navigation
2021/05/17 by Karkus, Peter, Cai, Shaojun, Hsu, David · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Robotics (cs.RO)
- Planning with Occluded Traffic Agents using Bi-Level Variational Occlusion Models
2022/10/26 by Christianos, Filippos, Karkus, Peter, Ivanovic, Boris +2 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- LoRD: Adapting Differentiable Driving Policies to Distribution Shifts
2024/10/13 by Christopher Diehl, Diehl, Christopher, Péter Karkus +7 · 2 citations
Social Sciences · Engineering · #Transportation Planning and Optimization #Traffic Prediction and Management Techniques #Transportation and Mobility Innovations
- Partial-View Object View Synthesis via Filtered Inversion
2023/04/03 by Fan-Yun Sun, Sun, Fan-Yun, Jonathan Tremblay +25 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition
- Learning Multiple Initial Solutions to Optimization Problems
2024/11/04 by Sharony, Elad, Yang, Heng, Che, Tong +3 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering