Parameter Efficient Continual Learning with Dynamic Low-Rank Adaptation
Fuente:
arXiv
Saved in:
| Main Authors: | Bhat, Prashant Shivaram, Yazdani, Shakib, Arani, Elahe, Zonooz, Bahram |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning
by: Bhat, Prashant, et al.
Published: (2024)
by: Bhat, Prashant, et al.
Published: (2024)
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning
by: Bhat, Prashant, et al.
Published: (2024)
by: Bhat, Prashant, et al.
Published: (2024)
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method
by: Jeeveswaran, Kishaan, et al.
Published: (2024)
by: Jeeveswaran, Kishaan, et al.
Published: (2024)
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning
by: Sarfraz, Fahad, et al.
Published: (2024)
by: Sarfraz, Fahad, et al.
Published: (2024)
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning?
by: Gowda, Shruthi, et al.
Published: (2024)
by: Gowda, Shruthi, et al.
Published: (2024)
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training
by: Gowda, Shruthi, et al.
Published: (2024)
by: Gowda, Shruthi, et al.
Published: (2024)
The Effectiveness of Random Forgetting for Robust Generalization
by: Ramkumar, Vijaya Raghavan T, et al.
Published: (2024)
by: Ramkumar, Vijaya Raghavan T, et al.
Published: (2024)
Continual Learning Beyond Experience Rehearsal and Full Model Surrogates
by: Bhat, Prashant, et al.
Published: (2025)
by: Bhat, Prashant, et al.
Published: (2025)
CLoRA: Parameter-Efficient Continual Learning with Low-Rank Adaptation
by: Muralidhara, Shishir, et al.
Published: (2025)
by: Muralidhara, Shishir, et al.
Published: (2025)
PhysVid: Physics Aware Local Conditioning for Generative Video Models
by: Pathak, Saurabh, et al.
Published: (2026)
by: Pathak, Saurabh, et al.
Published: (2026)
Replay-Free Continual Low-Rank Adaptation with Dynamic Memory
by: Chen, Huancheng, et al.
Published: (2024)
by: Chen, Huancheng, et al.
Published: (2024)
Feedback Alignment Meets Low-Rank Manifolds: A Structured Recipe for Local Learning
by: Roy, Arani, et al.
Published: (2025)
by: Roy, Arani, et al.
Published: (2025)
Depth3DLane: Fusing Monocular 3D Lane Detection with Self-Supervised Monocular Depth Estimation
by: Hoven, Max van den, et al.
Published: (2025)
by: Hoven, Max van den, et al.
Published: (2025)
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation
by: Wei, Xiwen, et al.
Published: (2024)
by: Wei, Xiwen, et al.
Published: (2024)
ALoRE: Efficient Visual Adaptation via Aggregating Low Rank Experts
by: Du, Sinan, et al.
Published: (2024)
by: Du, Sinan, et al.
Published: (2024)
InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
by: Liang, Yan-Shuo, et al.
Published: (2024)
by: Liang, Yan-Shuo, et al.
Published: (2024)
MMLoP: Multi-Modal Low-Rank Prompting for Efficient Vision-Language Adaptation
by: Ghiasvand, Sajjad, et al.
Published: (2026)
by: Ghiasvand, Sajjad, et al.
Published: (2026)
LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning
by: Zhang, Mingyang, et al.
Published: (2023)
by: Zhang, Mingyang, et al.
Published: (2023)
Parameter-Selective Continual Test-Time Adaptation
by: Tian, Jiaxu, et al.
Published: (2024)
by: Tian, Jiaxu, et al.
Published: (2024)
Ranked Entropy Minimization for Continual Test-Time Adaptation
by: Han, Jisu, et al.
Published: (2025)
by: Han, Jisu, et al.
Published: (2025)
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task Learning
by: Agiza, Ahmed, et al.
Published: (2024)
by: Agiza, Ahmed, et al.
Published: (2024)
Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation
by: Reza, Md Kaykobad, et al.
Published: (2023)
by: Reza, Md Kaykobad, et al.
Published: (2023)
Time-, Memory- and Parameter-Efficient Visual Adaptation
by: Mercea, Otniel-Bogdan, et al.
Published: (2024)
by: Mercea, Otniel-Bogdan, et al.
Published: (2024)
Fairness-Aware Low-Rank Adaptation Under Demographic Privacy Constraints
by: Kamalaruban, Parameswaran, et al.
Published: (2025)
by: Kamalaruban, Parameswaran, et al.
Published: (2025)
Continual Low-Rank Scaled Dot-product Attention
by: Picón, Ginés Carreto, et al.
Published: (2024)
by: Picón, Ginés Carreto, et al.
Published: (2024)
Efficient Prompting for Continual Adaptation to Missing Modalities
by: Guo, Zirun, et al.
Published: (2025)
by: Guo, Zirun, et al.
Published: (2025)
CLoPA: Continual Low Parameter Adaptation of Interactive Segmentation for Medical Image Annotation
by: Esmaeili, Parhom, et al.
Published: (2026)
by: Esmaeili, Parhom, et al.
Published: (2026)
SR$^2$-LoRA: Self-Rectifying Inter-layer Relations in Low-Rank Adaptation for Class-Incremental Learning
by: Wan, Fengqiang, et al.
Published: (2026)
by: Wan, Fengqiang, et al.
Published: (2026)
Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis
by: Saeed, Numan, et al.
Published: (2025)
by: Saeed, Numan, et al.
Published: (2025)
Patch Ranking: Efficient CLIP by Learning to Rank Local Patches
by: Wu, Cheng-En, et al.
Published: (2024)
by: Wu, Cheng-En, et al.
Published: (2024)
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models
by: Zhao, Linglan, et al.
Published: (2024)
by: Zhao, Linglan, et al.
Published: (2024)
Rethinking Low-Rank Adaptation in Vision: Exploring Head-Level Responsiveness across Diverse Tasks
by: Zhong, Yibo, et al.
Published: (2024)
by: Zhong, Yibo, et al.
Published: (2024)
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
by: Zhao, Haoran, et al.
Published: (2026)
by: Zhao, Haoran, et al.
Published: (2026)
DoRAN: Stabilizing Weight-Decomposed Low-Rank Adaptation via Noise Injection and Auxiliary Networks
by: Diep, Nghiem T., et al.
Published: (2025)
by: Diep, Nghiem T., et al.
Published: (2025)
DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation
by: Zhang, Yunbei, et al.
Published: (2024)
by: Zhang, Yunbei, et al.
Published: (2024)
Learning Low-Rank Feature for Thorax Disease Classification
by: Goel, Rajeev, et al.
Published: (2024)
by: Goel, Rajeev, et al.
Published: (2024)
Enhancing Parameter-Efficient Fine-Tuning of Vision Transformers through Frequency-Based Adaptation
by: Ly, Son Thai, et al.
Published: (2024)
by: Ly, Son Thai, et al.
Published: (2024)
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks
by: Palit, Sanchar, et al.
Published: (2024)
by: Palit, Sanchar, et al.
Published: (2024)
WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Models
by: Wang, Haiyu, et al.
Published: (2026)
by: Wang, Haiyu, et al.
Published: (2026)
PILOT: A Data-Free Continual Learning Approach for Real-Time Semantic Segmentation via Boundary Guidance
by: Zhou, Yujing, et al.
Published: (2026)
by: Zhou, Yujing, et al.
Published: (2026)
Similar Items
-
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning
by: Bhat, Prashant, et al.
Published: (2024) -
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning
by: Bhat, Prashant, et al.
Published: (2024) -
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method
by: Jeeveswaran, Kishaan, et al.
Published: (2024) -
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning
by: Sarfraz, Fahad, et al.
Published: (2024) -
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning?
by: Gowda, Shruthi, et al.
Published: (2024)