Sparse Adapter Fusion for Continual Learning in NLP
Fuente:
arXiv
Saved in:
| Main Authors: | Zeng, Min, Chen, Xi, Yang, Haiqin, Guo, Yike |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Sparse High Rank Adapters
by: Bhardwaj, Kartikeya, et al.
Published: (2024)
by: Bhardwaj, Kartikeya, et al.
Published: (2024)
JumpLoRA: Sparse Adapters for Continual Learning in Large Language Models
by: Dragomir, Alexandra, et al.
Published: (2026)
by: Dragomir, Alexandra, et al.
Published: (2026)
PLATE: Plasticity-Tunable Efficient Adapters for Geometry-Aware Continual Learning
by: Cosentino, Romain
Published: (2026)
by: Cosentino, Romain
Published: (2026)
Random Initialization of Gated Sparse Adapters
by: Retault, Vi, et al.
Published: (2025)
by: Retault, Vi, et al.
Published: (2025)
Adaptive Budget Allocation for Orthogonal-Subspace Adapter Tuning in LLMs Continual Learning
by: Wan, Zhiyi, et al.
Published: (2025)
by: Wan, Zhiyi, et al.
Published: (2025)
HOP to the Next Tasks and Domains for Continual Learning in NLP
by: Michieli, Umberto, et al.
Published: (2024)
by: Michieli, Umberto, et al.
Published: (2024)
WARP: Guaranteed Inner-Layer Repair of NLP Transformers
by: Hsu, Hsin-Ling, et al.
Published: (2026)
by: Hsu, Hsin-Ling, et al.
Published: (2026)
Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models
by: Araujo, Vladimir, et al.
Published: (2024)
by: Araujo, Vladimir, et al.
Published: (2024)
Sparsely Multimodal Data Fusion
by: Bjorgaard, Josiah
Published: (2024)
by: Bjorgaard, Josiah
Published: (2024)
Federated Continual Learning via Knowledge Fusion: A Survey
by: Yang, Xin, et al.
Published: (2023)
by: Yang, Xin, et al.
Published: (2023)
SLoPe: Double-Pruned Sparse Plus Lazy Low-Rank Adapter Pretraining of LLMs
by: Mozaffari, Mohammad, et al.
Published: (2024)
by: Mozaffari, Mohammad, et al.
Published: (2024)
EsaCL: Efficient Continual Learning of Sparse Models
by: Ren, Weijieying, et al.
Published: (2024)
by: Ren, Weijieying, et al.
Published: (2024)
Adapting Feature Attenuation to NLP
by: Yang, Tianshuo, et al.
Published: (2026)
by: Yang, Tianshuo, et al.
Published: (2026)
Group and Exclusive Sparse Regularization-based Continual Learning of CNNs
by: Tousside, Basile, et al.
Published: (2026)
by: Tousside, Basile, et al.
Published: (2026)
Scaling-Aware Adapter for Structure-Grounded LLM Reasoning
by: Jing, Zihao, et al.
Published: (2026)
by: Jing, Zihao, et al.
Published: (2026)
FLUID: Continuous-Time Hyperconnected Sparse Transformer for Sink-Free Learning
by: Razzaq, Waleed, et al.
Published: (2026)
by: Razzaq, Waleed, et al.
Published: (2026)
DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning
by: Guo, Haiyang, et al.
Published: (2024)
by: Guo, Haiyang, et al.
Published: (2024)
CoRA: Boosting Time Series Foundation Models for Multivariate Forecasting through Correlation-aware Adapter
by: Cheng, Hanyin, et al.
Published: (2026)
by: Cheng, Hanyin, et al.
Published: (2026)
Sparse Variational Student-t Processes
by: Xu, Jian, et al.
Published: (2023)
by: Xu, Jian, et al.
Published: (2023)
Locality Sensitive Sparse Encoding for Learning World Models Online
by: Liu, Zichen, et al.
Published: (2024)
by: Liu, Zichen, et al.
Published: (2024)
ASPECT: Node-Level Adaptive Spectral Fusion for Graph Contrastive Learning
by: Li, Zhuolong, et al.
Published: (2026)
by: Li, Zhuolong, et al.
Published: (2026)
Continual Adapter Tuning with Semantic Shift Compensation for Class-Incremental Learning
by: Zhou, Qinhao, et al.
Published: (2024)
by: Zhou, Qinhao, et al.
Published: (2024)
AhaRobot: A Low-Cost Open-Source Bimanual Mobile Manipulator for Embodied AI
by: Cui, Haiqin, et al.
Published: (2025)
by: Cui, Haiqin, et al.
Published: (2025)
Self-Indexing KVCache: Predicting Sparse Attention from Compressed Keys
by: Yang, Xu, et al.
Published: (2026)
by: Yang, Xu, et al.
Published: (2026)
Continual Learning for Multimodal Data Fusion of a Soft Gripper
by: Kushawaha, Nilay, et al.
Published: (2024)
by: Kushawaha, Nilay, et al.
Published: (2024)
STAMP: Spatial-Temporal Adapter with Multi-Head Pooling
by: Shook, Brad, et al.
Published: (2025)
by: Shook, Brad, et al.
Published: (2025)
CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
by: Sun, Ao, et al.
Published: (2026)
by: Sun, Ao, et al.
Published: (2026)
Conditional Equivalence of DPO and RLHF: Implicit Assumption, Failure Modes, and Provable Alignment
by: Yang, Zhiqin, et al.
Published: (2026)
by: Yang, Zhiqin, et al.
Published: (2026)
FL-TAC: Enhanced Fine-Tuning in Federated Learning via Low-Rank, Task-Specific Adapter Clustering
by: Ping, Siqi, et al.
Published: (2024)
by: Ping, Siqi, et al.
Published: (2024)
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs
by: Liu, Ran, et al.
Published: (2024)
by: Liu, Ran, et al.
Published: (2024)
NLP Sampling: Combining MCMC and NLP Methods for Diverse Constrained Sampling
by: Toussaint, Marc, et al.
Published: (2024)
by: Toussaint, Marc, et al.
Published: (2024)
LibContinual: A Comprehensive Library towards Realistic Continual Learning
by: Li, Wenbin, et al.
Published: (2025)
by: Li, Wenbin, et al.
Published: (2025)
Towards Symmetric Low-Rank Adapters
by: Panoutsos, Tales, et al.
Published: (2025)
by: Panoutsos, Tales, et al.
Published: (2025)
Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion
by: Liu, Ben, et al.
Published: (2024)
by: Liu, Ben, et al.
Published: (2024)
Conservation-informed Graph Learning for Spatiotemporal Dynamics Prediction
by: Mi, Yuan, et al.
Published: (2024)
by: Mi, Yuan, et al.
Published: (2024)
Fusion of Multiscale Features Via Centralized Sparse-attention Network for EEG Decoding
by: Cai, Xiangrui, et al.
Published: (2025)
by: Cai, Xiangrui, et al.
Published: (2025)
SketchOGD: Memory-Efficient Continual Learning
by: Min, Youngjae, et al.
Published: (2023)
by: Min, Youngjae, et al.
Published: (2023)
On the Implicit Adversariality of Catastrophic Forgetting in Deep Continual Learning
by: Peng, Ze, et al.
Published: (2025)
by: Peng, Ze, et al.
Published: (2025)
Learning Adapter Rank via Symmetry Breaking
by: Doyle, Cooper, et al.
Published: (2025)
by: Doyle, Cooper, et al.
Published: (2025)
POLAR: Online Learning for LoRA Adapter Caching and Routing in Edge LLM Serving
by: Li, Shaoang, et al.
Published: (2026)
by: Li, Shaoang, et al.
Published: (2026)
Similar Items
-
Sparse High Rank Adapters
by: Bhardwaj, Kartikeya, et al.
Published: (2024) -
JumpLoRA: Sparse Adapters for Continual Learning in Large Language Models
by: Dragomir, Alexandra, et al.
Published: (2026) -
PLATE: Plasticity-Tunable Efficient Adapters for Geometry-Aware Continual Learning
by: Cosentino, Romain
Published: (2026) -
Random Initialization of Gated Sparse Adapters
by: Retault, Vi, et al.
Published: (2025) -
Adaptive Budget Allocation for Orthogonal-Subspace Adapter Tuning in LLMs Continual Learning
by: Wan, Zhiyi, et al.
Published: (2025)