HARMONY: Bridging the Personalization-Generalization Gap by Mitigating Representation Skew in Heterogeneous Split Federated Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Youn, Jiseok, Choi, You Rim, Lee, Goodsol, Ha, Sangtae, Kim, Hyung-Sin, Bahk, Saewoong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CORE: Robust Out-of-Distribution Detection via Confidence and Orthogonal Residual Scoring
by: Yang, Jin Mo, et al.
Published: (2026)
by: Yang, Jin Mo, et al.
Published: (2026)
ConcreTizer: Model Inversion Attack via Occupancy Classification and Dispersion Control for 3D Point Cloud Restoration
by: Kim, Youngseok, et al.
Published: (2025)
by: Kim, Youngseok, et al.
Published: (2025)
Tracking the Discriminative Axis: Dual Prototypes for Test-Time OOD Detection Under Covariate Shift
by: Lee, Wooseok, et al.
Published: (2026)
by: Lee, Wooseok, et al.
Published: (2026)
PointSplit: Towards On-device 3D Object Detection with Heterogeneous Low-power Accelerators
by: Park, Keondo, et al.
Published: (2025)
by: Park, Keondo, et al.
Published: (2025)
Effective Heterogeneous Federated Learning via Efficient Hypernetwork-based Weight Generation
by: Shin, Yujin, et al.
Published: (2024)
by: Shin, Yujin, et al.
Published: (2024)
[Emerging Ideas] Artificial Tripartite Intelligence: A Bio-Inspired, Sensor-First Architecture for Physical AI
by: Choi, You Rim, et al.
Published: (2026)
by: Choi, You Rim, et al.
Published: (2026)
Let the Void Be Void: Robust Open-Set Semi-Supervised Learning via Selective Non-Alignment
by: Choi, You Rim, et al.
Published: (2025)
by: Choi, You Rim, et al.
Published: (2025)
Programmable Electrochemical Thermopower via Cation Storage Mode and Structural Order
by: Eunho Choi, et al.
Published: (2026)
by: Eunho Choi, et al.
Published: (2026)
Hybrid Beamforming in 5G mmWave Networks: a Full-stack Perspective
by: Gomez-Cuba, Felipe, et al.
Published: (2020)
by: Gomez-Cuba, Felipe, et al.
Published: (2020)
Addressing Skewed Heterogeneity via Federated Prototype Rectification with Personalization
by: Guo, Shunxin, et al.
Published: (2024)
by: Guo, Shunxin, et al.
Published: (2024)
Bridging Generalization Gap of Heterogeneous Federated Clients Using Generative Models
by: Niu, Ziru, et al.
Published: (2025)
by: Niu, Ziru, et al.
Published: (2025)
DAFT-GAN: Dual Affine Transformation Generative Adversarial Network for Text-Guided Image Inpainting
by: Lee, Jihoon, et al.
Published: (2024)
by: Lee, Jihoon, et al.
Published: (2024)
ALERT Open Dataset and Input-Size-Agnostic Vision Transformer for Driver Activity Recognition using IR-UWB
by: Park, Jeongjun, et al.
Published: (2025)
by: Park, Jeongjun, et al.
Published: (2025)
Geriatric depression and anxiety screening via deep learning using activity tracking and sleep data
by: Tae‐Rim Lee, et al.
Published: (2024)
by: Tae‐Rim Lee, et al.
Published: (2024)
Next‐Generation Respiratory Models: Bridging the Gap Between Biology and Bioengineering
by: Eun‐Ho Lee, et al.
Published: (2026)
by: Eun‐Ho Lee, et al.
Published: (2026)
FROM HARMONY TO DISCORD
Published: (1994)
Published: (1994)
Bridging Memory Gaps: Scaling Federated Learning for Heterogeneous Clients
by: Wu, Yebo, et al.
Published: (2024)
by: Wu, Yebo, et al.
Published: (2024)
Bridging Domain Gaps with Target-Aligned Generation for Offline Reinforcement Learning
by: Kim, Minung, et al.
Published: (2026)
by: Kim, Minung, et al.
Published: (2026)
Bridging Gaps: Federated Multi-View Clustering in Heterogeneous Hybrid Views
by: Chen, Xinyue, et al.
Published: (2024)
by: Chen, Xinyue, et al.
Published: (2024)
LEGAL HARMONY AND TRANQUIL POLICY
by: Jubaer, Shah Mohammad Omer Faruqe
Published: (2024)
by: Jubaer, Shah Mohammad Omer Faruqe
Published: (2024)
Towards Time Series Generation Conditioned on Unstructured Natural Language
by: Woo, Jaeyun, et al.
Published: (2025)
by: Woo, Jaeyun, et al.
Published: (2025)
Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification
by: Lee, Jiseok, et al.
Published: (2024)
by: Lee, Jiseok, et al.
Published: (2024)
Two-timescale Extragradient for Finding Local Minimax Points
by: Chae, Jiseok, et al.
Published: (2023)
by: Chae, Jiseok, et al.
Published: (2023)
Reimagining Personal Data: Unlocking the Potential of AI-Generated Images in Personal Data Meaning-Making
by: Park, Soobin, et al.
Published: (2025)
by: Park, Soobin, et al.
Published: (2025)
Reinforcement Learning via Conservative Agent for Environments with Random Delays
by: Lee, Jongsoo, et al.
Published: (2025)
by: Lee, Jongsoo, et al.
Published: (2025)
Bridging the Missing-Modality Gap: Improving Text-Only Calibration of Vision Language Models
by: Kim, Mingyeong, et al.
Published: (2026)
by: Kim, Mingyeong, et al.
Published: (2026)
LLMem: Estimating GPU Memory Usage for Fine-Tuning Pre-Trained LLMs
by: Kim, Taeho, et al.
Published: (2024)
by: Kim, Taeho, et al.
Published: (2024)
From Tokens to Photons: Test-Time Physical Prompting for Vision-Language Models
by: Im, Boyeong, et al.
Published: (2025)
by: Im, Boyeong, et al.
Published: (2025)
Stochastic Extragradient with Flip-Flop Shuffling & Anchoring: Provable Improvements
by: Chae, Jiseok, et al.
Published: (2024)
by: Chae, Jiseok, et al.
Published: (2024)
HARMONY BETWEEN SPOUSES AND AWARENESS OF DOMESTIC VIOLENCE
by: UNAL KARAGUVEN, MESKÜRE HÜLYA, et al.
Published: (2024)
by: UNAL KARAGUVEN, MESKÜRE HÜLYA, et al.
Published: (2024)
Class-Wise Federated Averaging for Efficient Personalization
by: Lee, Gyuejeong, et al.
Published: (2024)
by: Lee, Gyuejeong, et al.
Published: (2024)
Addressing Heterogeneity in Federated Load Forecasting with Personalization Layers
by: Bose, Shourya, et al.
Published: (2024)
by: Bose, Shourya, et al.
Published: (2024)
HARMONY: Hidden Activation Representations and Model Output-Aware Uncertainty Estimation for Vision-Language Models
by: Mushtaq, Erum, et al.
Published: (2025)
by: Mushtaq, Erum, et al.
Published: (2025)
Personalized Federated Learning via Sequential Layer Expansion in Representation Learning
by: Jang, Jaewon, et al.
Published: (2024)
by: Jang, Jaewon, et al.
Published: (2024)
PersonaBooth: Personalized Text-to-Motion Generation
by: Kim, Boeun, et al.
Published: (2025)
by: Kim, Boeun, et al.
Published: (2025)
Bridging the Sim-to-real Gap: A Control Framework for Imitation Learning of Model Predictive Control
by: Kim, Seungtaek, et al.
Published: (2025)
by: Kim, Seungtaek, et al.
Published: (2025)
Heterogeneous Federated Learning via Personalized Generative Networks
by: Taghiyarrenani, Zahra, et al.
Published: (2023)
by: Taghiyarrenani, Zahra, et al.
Published: (2023)
PoseBridge: Bridging the Skeletonization Gap for Zero-Shot Skeleton-Based Action Recognition
by: Lee, Sanghyeon, et al.
Published: (2026)
by: Lee, Sanghyeon, et al.
Published: (2026)
SHeRL-FL: When Representation Learning Meets Split Learning in Hierarchical Federated Learning
by: Tran, Dung T., et al.
Published: (2025)
by: Tran, Dung T., et al.
Published: (2025)
Bridging the Domain Gap for Flight-Ready Spaceborne Vision
by: Park, Tae Ha, et al.
Published: (2024)
by: Park, Tae Ha, et al.
Published: (2024)
Similar Items
-
CORE: Robust Out-of-Distribution Detection via Confidence and Orthogonal Residual Scoring
by: Yang, Jin Mo, et al.
Published: (2026) -
ConcreTizer: Model Inversion Attack via Occupancy Classification and Dispersion Control for 3D Point Cloud Restoration
by: Kim, Youngseok, et al.
Published: (2025) -
Tracking the Discriminative Axis: Dual Prototypes for Test-Time OOD Detection Under Covariate Shift
by: Lee, Wooseok, et al.
Published: (2026) -
PointSplit: Towards On-device 3D Object Detection with Heterogeneous Low-power Accelerators
by: Park, Keondo, et al.
Published: (2025) -
Effective Heterogeneous Federated Learning via Efficient Hypernetwork-based Weight Generation
by: Shin, Yujin, et al.
Published: (2024)