Arani, Elahe

39 publications

TMLR 2026 Parameter Efficient Continual Learning with Dynamic Low- Rank Adaptation Prashant Shivaram Bhat, Shakib Yazdani, Elahe Arani, Bahram Zonooz

TMLR 2025 Consistency Aware Robust Learning Under Noisy Labels Fahad Sarfraz, Bahram Zonooz, Elahe Arani

ICLRW 2025 Dual-Pathway Neural Networks: Harnessing Scene and Object Pathways for Enhanced Visual Understanding Fahad Sarfraz, Bahram Zonooz, Elahe Arani

ICLR 2025 Semantic Aware Representation Learning for Lifelong Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

CVPR 2025 SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment Katrin Renz, Long Chen, Elahe Arani, Oleg Sinavski

ICLRW 2025 Towards Brain Inspired Design for Addressing the Shortcomings of ANNs Fahad Sarfraz, Bahram Zonooz, Elahe Arani

CoLLAs 2024 Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning Fahad Sarfraz, Bahram Zonooz, Elahe Arani

ICLR 2024 Conserve-Update-Revise to Cure Generalization and Robustness Trade-Off in Adversarial Training Shruthi Gowda, Bahram Zonooz, Elahe Arani

WACV 2024 Continual Learning of Unsupervised Monocular Depth from Videos Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz

NeurIPS 2024 Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets Vijaya Raghavan T Ramkumar, Elahe Arani, Bahram Zonooz

ICML 2024 Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz

TMLR 2024 IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning Prashant Shivaram Bhat, Bharath Chennamkulam Renjith, Elahe Arani, Bahram Zonooz

ECCV 2024 LingoQA: Video Question Answering for Autonomous Driving Ana-Maria Marcu, Long Chen, Jan Hünermann, Alice Karnsund, Benoit Hanotte, Prajwal Chidananda, Saurabh Nair, Vijay Badrinarayanan, Alex Kendall, Jamie Shotton, Elahe Arani, Oleg Sinavski

CoLLAs 2024 Mitigating Interference in the Knowledge Continuum Through Attention-Guided Incremental Learning Prashant Shivaram Bhat, Bharath Chennamkulam Renjith, Elahe Arani, Bahram Zonooz

ICLR 2024 The Effectiveness of Random Forgetting for Robust Generalization Vijaya Raghavan T Ramkumar, Bahram Zonooz, Elahe Arani

TMLR 2023 A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

ICML 2023 BiRT: Bio-Inspired Replay in Vision Transformers for Continual Learning Kishaan Jeeveswaran, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani

TMLR 2023 Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning Shruthi Gowda, Bahram Zonooz, Elahe Arani

ICLR 2023 Error Sensitivity Modulation Based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

CVPRW 2023 LSFSL: Leveraging Shape Information in Few-Shot Learning Deepan Chakravarthi Padmanabhan, Shruthi Gowda, Elahe Arani, Bahram Zonooz

TMLR 2023 Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks Vijaya Raghavan T Ramkumar, Elahe Arani, Bahram Zonooz

ICML 2023 Multi-Task Structural Learning Using Local Task Similarity Induced Neuron Creation and Removal Naresh Kumar Gurulingan, Bahram Zonooz, Elahe Arani

AAAI 2023 Sparse Coding in a Dual Memory System for Lifelong Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

ICLR 2023 Task-Aware Information Routing from Common Representation Space in Lifelong Learning Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani

NeurIPS 2023 TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion Preetha Vijayan, Prashant Bhat, Bahram Zonooz, Elahe Arani

TMLR 2022 A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey Elahe Arani, Shruthi Gowda, Ratnajit Mukherjee, Omar Magdy, Senthilkumar Sockalingam Kathiresan, Bahram Zonooz

CoLLAs 2022 Consistency Is the Key to Further Mitigating Catastrophic Forgetting in Continual Learning Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani

CoLLAs 2022 Curbing Task Interference Using Representation Similarity-Guided Multi-Task Feature Sharing Naresh Kumar Gurulingan, Elahe Arani, Bahram Zonooz

CoLLAs 2022 Differencing Based Self-Supervised Pretraining for Scene Change Detection Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz

CoLLAs 2022 InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness Through Shape-Awareness Shruthi Gowda, Bahram Zonooz, Elahe Arani

ICLR 2022 Learning Fast, Learning Slow: A General Continual Learning Method Based on Complementary Learning System Elahe Arani, Fahad Sarfraz, Bahram Zonooz

CoLLAs 2022 SYNERgy Between SYNaptic Consolidation and Experience Replay for General Continual Learning Fahad Sarfraz, Elahe Arani, Bahram Zonooz

CoLLAs 2022 Task Agnostic Representation Consolidation: A Self-Supervised Based Continual Learning Approach Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani

CVPRW 2021 Distill on the Go: Online Knowledge Distillation in Self-Supervised Learning Prashant Shivaram Bhat, Elahe Arani, Bahram Zonooz

WACV 2021 Noise as a Resource for Learning in Knowledge Distillation Elahe Arani, Fahad Sarfraz, Bahram Zonooz

WACV 2021 Noisy Concurrent Training for Efficient Learning Under Label Noise Fahad Sarfraz, Elahe Arani, Bahram Zonooz

CVPRW 2021 Perceptual Loss for Robust Unsupervised Homography Estimation Daniel Koguciuk, Elahe Arani, Bahram Zonooz

WACV 2021 RGPNet: A Real-Time General Purpose Semantic Segmentation Elahe Arani, Shabbir Marzban, Andrei Pata, Bahram Zonooz

ICCVW 2021 UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships Through the Lens of Adversarial Attacks NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz