Cover Image

Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Seo, Minhyuk, Koh, Hyunseo, Choi, Jonghyun
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning Equi-angular Representations for Online Continual Learning
by: Seo, Minhyuk, et al.
Published: (2024)

Multi-Level Knowledge Distillation and Dynamic Self-Supervised Learning for Continual Learning
by: Kim, Taeheon, et al.
Published: (2025)

GenOL: Generating Diverse Examples for Name-only Online Learning
by: Seo, Minhyuk, et al.
Published: (2024)

TTA-DAME: Test-Time Adaptation with Domain Augmentation and Model Ensemble for Dynamic Driving Conditions
by: Jeon, Dongjae, et al.
Published: (2025)

Online Continual Learning For Interactive Instruction Following Agents
by: Kim, Byeonghwi, et al.
Published: (2024)

FlowLPS: Langevin-Proximal Sampling for Flow-based Inverse Problem Solvers
by: Park, Jonghyun, et al.
Published: (2025)

OASIS: Online Sample Selection for Continual Visual Instruction Tuning
by: Lee, Minjae, et al.
Published: (2025)

Attention Misses Visual Risk: Risk-Adaptive Steering for Multimodal Safety Alignment
by: Park, Jonghyun, et al.
Published: (2025)

Psi-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models
by: Yoon, Taehoon, et al.
Published: (2025)

DBMSolver: A Training-free Diffusion Bridge Sampler for High-Quality Image-to-Image Translation
by: Venugopal, Sankarshana, et al.
Published: (2026)

Moment- and Power-Spectrum-Based Gaussianity Regularization for Text-to-Image Models
by: Hwang, Jisung, et al.
Published: (2025)

FlowAlign: Trajectory-Regularized, Inversion-Free Flow-based Image Editing
by: Kim, Jeongsol, et al.
Published: (2025)

Natural Gradient Descent for Online Continual Learning
by: Khawand, Joe, et al.
Published: (2026)

Skrr: Skip and Re-use Text Encoder Layers for Memory Efficient Text-to-Image Generation
by: Seo, Hoigi, et al.
Published: (2025)

Recall-Oriented Continual Learning with Generative Adversarial Meta-Model
by: Kang, Haneol, et al.
Published: (2024)

MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity
by: Choi, Kanghyun, et al.
Published: (2024)

PROL : Rehearsal Free Continual Learning in Streaming Data via Prompt Online Learning
by: Ma'sum, M. Anwar, et al.
Published: (2025)

SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation
by: Hwang, Uiwon, et al.
Published: (2024)

Tiled Prompts: Overcoming Prompt Misguidance in Image and Video Super-Resolution
by: Kim, Bryan Sangwoo, et al.
Published: (2026)

LayeredDoc: Domain Adaptive Document Restoration with a Layer Separation Approach
by: Pilligua, Maria, et al.
Published: (2024)

Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
by: Ashrafee, Alif, et al.
Published: (2025)

Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models
by: Kwon, Taesung, et al.
Published: (2026)

Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions
by: Qiao, Rui, et al.
Published: (2025)

Exploring the Possibility of TypiClust for Low-Budget Federated Active Learning
by: Ono, Yuta, et al.
Published: (2025)

Site-Level Fine-Tuning with Progressive Layer Freezing: Towards Robust Prediction of Bronchopulmonary Dysplasia from Day-1 Chest Radiographs in Extremely Preterm Infants
by: Goedicke-Fritz, Sybelle, et al.
Published: (2025)

Adaptive Keyframe Sampling for Long Video Understanding
by: Tang, Xi, et al.
Published: (2025)

Prior-free Balanced Replay: Uncertainty-guided Reservoir Sampling for Long-Tailed Continual Learning
by: Liu, Lei, et al.
Published: (2024)

Orchestrate Latent Expertise: Advancing Online Continual Learning with Multi-Level Supervision and Reverse Self-Distillation
by: Yan, HongWei, et al.
Published: (2024)

Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
by: Liu, Sihao, et al.
Published: (2024)

EXAONE Path 2.0: Pathology Foundation Model with End-to-End Supervision
by: Pyeon, Myeongjang, et al.
Published: (2025)

FedGSCA: Medical Federated Learning with Global Sample Selector and Client Adaptive Adjuster under Label Noise
by: Ye, Mengwen, et al.
Published: (2025)

Residual SODAP: Residual Self-Organizing Domain-Adaptive Prompting with Structural Knowledge Preservation for Continual Learning
by: Oh, Gyutae, et al.
Published: (2026)

Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
by: You, Haoran, et al.
Published: (2024)

LARV: Data-Free Layer-wise Adaptive Rescaling Veneer for Model Merging
by: Wang, Xinyu, et al.
Published: (2026)

Foresight: Adaptive Layer Reuse for Accelerated and High-Quality Text-to-Video Generation
by: Adnan, Muhammad, et al.
Published: (2025)

Ada-FCN: Adaptive Frequency-Coupled Network for fMRI-Based Brain Disorder Classification
by: Xun, Yue, et al.
Published: (2025)

Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction
by: Yen, Chen-Yu, et al.
Published: (2024)

Not All Layers Are Created Equal: Adaptive LoRA Ranks for Personalized Image Generation
by: Shenaj, Donald, et al.
Published: (2026)

Adaptive Concept Bottleneck for Foundation Models Under Distribution Shifts
by: Choi, Jihye, et al.
Published: (2024)

Open-World Continual Learning: Unifying Novelty Detection and Continual Learning
by: Kim, Gyuhak, et al.
Published: (2023)