Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Yibo, Liu, Sihao, Rao, Chuan, An, Bang, Shen, Tiancheng, Torr, Philip H. S., Yang, Ming-Hsuan, Ghanem, Bernard |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Purifying Task Vectors in Knowledge-Aware Subspace for Model Merging
by: An, Bang, et al.
Published: (2025)
by: An, Bang, et al.
Published: (2025)
Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
by: Liu, Sihao, et al.
Published: (2024)
by: Liu, Sihao, et al.
Published: (2024)
Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation
by: Yang, Yibo, et al.
Published: (2024)
by: Yang, Yibo, et al.
Published: (2024)
Optimizing Singular Spectrum for Large Language Model Compression
by: Li, Dengjie, et al.
Published: (2025)
by: Li, Dengjie, et al.
Published: (2025)
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning
by: Alssum, Lama, et al.
Published: (2025)
by: Alssum, Lama, et al.
Published: (2025)
DeGMix: Efficient Multi-Task Dense Prediction with Deformable and Gating Mixer
by: Xu, Yangyang, et al.
Published: (2023)
by: Xu, Yangyang, et al.
Published: (2023)
Converge Faster, Talk Less: Hessian-Informed Federated Zeroth-Order Optimization
by: Li, Zhe, et al.
Published: (2025)
by: Li, Zhe, et al.
Published: (2025)
FedSmoothLoRA: Toward Smoother and Faster Convergence in Federated Low-Rank Adaptation
by: Wang, Zehao, et al.
Published: (2026)
by: Wang, Zehao, et al.
Published: (2026)
ABS: Adaptive Bounded Staleness Converges Faster and Communicates Less
by: Tan, Qiao, et al.
Published: (2023)
by: Tan, Qiao, et al.
Published: (2023)
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning
by: Yang, Yibo, et al.
Published: (2024)
by: Yang, Yibo, et al.
Published: (2024)
LoRA Learns Less and Forgets Less
by: Biderman, Dan, et al.
Published: (2024)
by: Biderman, Dan, et al.
Published: (2024)
CoLA: Cross-Modal Low-rank Adaptation for Multimodal Downstream Tasks
by: Suharitdamrong, Wish, et al.
Published: (2026)
by: Suharitdamrong, Wish, et al.
Published: (2026)
Ruling Out Low-rank Matrix Multiplication Tensor Decompositions with Symmetries via SAT
by: Yang, Jason
Published: (2024)
by: Yang, Jason
Published: (2024)
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation
by: Zhang, Wenxuan, et al.
Published: (2024)
by: Zhang, Wenxuan, et al.
Published: (2024)
Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
by: Li, Siwei, et al.
Published: (2024)
by: Li, Siwei, 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 Less is More: Achieving Faster Convergence in Distributed Edge Machine Learning
by: Basani, Advik Raj, et al.
Published: (2024)
by: Basani, Advik Raj, et al.
Published: (2024)
Demystifying Language Model Forgetting with Low-rank Example Associations
by: Jin, Xisen, et al.
Published: (2024)
by: Jin, Xisen, et al.
Published: (2024)
OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer
by: Zhang, Lu, et al.
Published: (2024)
by: Zhang, Lu, et al.
Published: (2024)
Less Data, Faster Convergence: Goal-Driven Data Optimization for Multimodal Instruction Tuning
by: Wu, Rujie, et al.
Published: (2026)
by: Wu, Rujie, et al.
Published: (2026)
Test-Time Adaptation for Combating Missing Modalities in Egocentric Videos
by: Ramazanova, Merey, et al.
Published: (2024)
by: Ramazanova, Merey, et al.
Published: (2024)
Unforgotten Safety: Preserving Safety Alignment of Large Language Models with Continual Learning
by: Alssum, Lama, et al.
Published: (2025)
by: Alssum, Lama, et al.
Published: (2025)
MAP: Revisiting Weight Decomposition for Low-Rank Adaptation
by: Si, Chongjie, et al.
Published: (2025)
by: Si, Chongjie, et al.
Published: (2025)
Less is More: Token Context-aware Learning for Object Tracking
by: Xu, Chenlong, et al.
Published: (2025)
by: Xu, Chenlong, et al.
Published: (2025)
ProjGuard: Safety Monitoring for Computer-Use Agents via Low-Dimensional Projections
by: Contreras, Kebin, et al.
Published: (2026)
by: Contreras, Kebin, et al.
Published: (2026)
Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation
by: Zhang, Shengyuan, et al.
Published: (2024)
by: Zhang, Shengyuan, et al.
Published: (2024)
Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
by: Zbeeb, Mohammad, et al.
Published: (2025)
by: Zbeeb, Mohammad, et al.
Published: (2025)
TLoRA: Task-aware Low Rank Adaptation of Large Language Models
by: Lin, Weicheng, et al.
Published: (2026)
by: Lin, Weicheng, et al.
Published: (2026)
Less is More: Resource-Efficient Low-Rank Adaptation
by: Tian, Chunlin, et al.
Published: (2025)
by: Tian, Chunlin, et al.
Published: (2025)
More is Less: Adding Polynomials for Faster Explanations in NLSAT
by: Promies, Valentin, et al.
Published: (2025)
by: Promies, Valentin, et al.
Published: (2025)
GenView: Enhancing View Quality with Pretrained Generative Model for Self-Supervised Learning
by: Li, Xiaojie, et al.
Published: (2024)
by: Li, Xiaojie, et al.
Published: (2024)
On Pretraining Data Diversity for Self-Supervised Learning
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2024)
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2024)
MatchDiffusion: Training-free Generation of Match-cuts
by: Pardo, Alejandro, et al.
Published: (2024)
by: Pardo, Alejandro, et al.
Published: (2024)
SynthCLIP: Are We Ready for a Fully Synthetic CLIP Training?
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2024)
by: Hammoud, Hasan Abed Al Kader, et al.
Published: (2024)
GoTTA be Diverse: Rethinking Memory Policies for Test-Time Adaptation
by: Alhuwaider, Shyma, et al.
Published: (2026)
by: Alhuwaider, Shyma, et al.
Published: (2026)
Low-Rank Interconnected Adaptation across Layers
by: Zhong, Yibo, et al.
Published: (2024)
by: Zhong, Yibo, et al.
Published: (2024)
Chain of Draft: Thinking Faster by Writing Less
by: Xu, Silei, et al.
Published: (2025)
by: Xu, Silei, et al.
Published: (2025)
Less is More: Empowering GUI Agent with Context-Aware Simplification
by: Chen, Gongwei, et al.
Published: (2025)
by: Chen, Gongwei, et al.
Published: (2025)
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning
by: Li, Xiaojie, et al.
Published: (2024)
by: Li, Xiaojie, et al.
Published: (2024)
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning
by: Guo, Han, et al.
Published: (2023)
by: Guo, Han, et al.
Published: (2023)
Similar Items
-
Purifying Task Vectors in Knowledge-Aware Subspace for Model Merging
by: An, Bang, et al.
Published: (2025) -
Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
by: Liu, Sihao, et al.
Published: (2024) -
Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation
by: Yang, Yibo, et al.
Published: (2024) -
Optimizing Singular Spectrum for Large Language Model Compression
by: Li, Dengjie, et al.
Published: (2025) -
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning
by: Alssum, Lama, et al.
Published: (2025)