Elahe Arani

1. Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System
   2022/01/29 by Elahe Arani, Fahad Sarfraz, Arani, Elahe +3 · 12 citations
   Computer Science · Neuroscience · Psychology · #Artificial Intelligence (cs.AI) #Cognitive Functions and Memory #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Memory Processes and Influences
2. SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment
   2025/03/12 by Katrin Renz, Renz, Katrin, Long Chen +5 · 31 citations
   Computer Science · #Robotic Path Planning Algorithms #Multimodal Machine Learning Applications #Advanced Neural Network Applications
3. CarLLaVA: Vision language models for camera-only closed-loop driving
   2024/06/14 by Katrin Renz, Renz, Katrin, Long Chen +15 · 18 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications #Robotics (cs.RO)
4. Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning
   2023/02/14 by Fahad Sarfraz, Elahe Arani, Sarfraz, Fahad +3 · 8 citations
   Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural dynamics and brain function
5. Sparse Coding in a Dual Memory System for Lifelong Learning
   2022/12/28 by Fahad Sarfraz, Elahe Arani, Sarfraz, Fahad +3 · 4 citations
   Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Memory Processes and Influences #Neural and Evolutionary Computing (cs.NE)
6. Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs
   2021/06/06 by Ahmed Badar, Arnav Varma, Badar, Ahmed +13 · 2 citations
   Engineering · Environmental Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Environmental Impact and Sustainability #FOS: Computer and information sciences #Green IT and Sustainability
7. Improving the Efficiency of Transformers for Resource-Constrained\n Devices
   2021/06/30 by Hamid Tabani, Ajay Balasubramaniam, Tabani, Hamid +7 · 2 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #Energy Harvesting in Wireless Networks #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG)
8. Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training
   2024/01/26 by Shruthi Gowda, Gowda, Shruthi, Bahram Zonooz +3 · 3 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks
   2023/03/18 by Vijaya Raghavan T. Ramkumar, Ramkumar, Vijaya Raghavan T., Elahe Arani +3 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #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
10. Continual Learning of Unsupervised Monocular Depth from Videos
    2023/11/04 by Hemang Chawla, Chawla, Hemang, Arnav Varma +5 · 2 citations
    Computer Science · #Advanced Vision and Imaging #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
11. Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method
    2024/06/23 by Kishaan Jeeveswaran, Elahe Arani, Jeeveswaran, Kishaan +3 · 2 citations
    Computer Science · #Advanced Technologies in Various Fields #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
12. Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach
    2022/07/13 by Prashant Bhat, Bhat, Prashant, Bahram Zonooz +3 · 1 citation
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Data Stream Mining Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
13. Consistency is the key to further mitigating catastrophic forgetting in continual learning
    2022/07/11 by Prashant Bhat, Bhat, Prashant, Bahram Zonooz +3 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning
    2022/06/08 by Fahad Sarfraz, Sarfraz, Fahad, Elahe Arani +3 · 1 citation
    Engineering · Neuroscience · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Memory Processes and Influences #Neural and Evolutionary Computing (cs.NE)
15. AI Driven Road Maintenance Inspection
    2021/06/04 by Ratnajit Mukherjee, Haris Iqbal, Mukherjee, Ratnajit +13 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Asphalt Pavement Performance Evaluation #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG)
16. IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning
    2024/04/28 by Prashant Bhat, Bharath Renjith, Bhat, Prashant +5 · 1 citation
    Computer Science · Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Seismic Imaging and Inversion Techniques #Seismology and Earthquake Studies
17. The Effectiveness of Random Forgetting for Robust Generalization
    2024/02/18 by Vijaya Raghavan T. Ramkumar, Ramkumar, Vijaya Raghavan T, Bahram Zonooz +3 · 1 citation
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
18. AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage
    2022/10/07 by Haris Iqbal, Hemang Chawla, Iqbal, Haris +11 · 1 citation
    Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geophysical Methods and Applications #Infrastructure Maintenance and Monitoring #Traffic Prediction and Management Techniques
19. Enhancing performance of vision transformers on small datasets through local inductive bias incorporation
    2024/04/21 by Ibrahim Batuhan Akkaya, İbrahim Batuhan Akkaya, Senthilkumar S. Kathiresan +3 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #Advanced Memory and Neural Computing