Uncertainty-Aware Federated Learning for Infant Movement Analysis

arXiv:2609.31463 · cs.LG, cs.AI, cs.CV · Submitted 2026-09-25 · Read on arXiv

cs.LG, cs.AI, cs.CV

Submitted: 2026-09-25

Updated: 2026-09-25

Code: https://github.com/edmondslho/UA-FedAvg

Terminology

• Federated Learning — 37× in this paper · explained in 14 episodes
• Aggregation — 26× in this paper · explained in 1 episode
• General Movement — 16× in this paper
• General Movement Assessment — 10× in this paper
• Accuracy — 9× in this paper · explained in 1 episode
• Cerebral Palsy — 7× in this paper
• Monte Carlo — 7× in this paper
• F1 Score — 4× in this paper · explained in 3 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
• Data Heterogeneity — 1× in this paper · explained in 3 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Federated Learning (FL) — 1× in this paper · explained in 7 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Research Review — 1× in this paper · explained in 6 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

Sources

• Flower: A Friendly Federated Learning Research Framework

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: Local-Consistency Optimisation for Bayesian Neural Networks
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks