1 Table of Contents: “...AdaBest: Minimizing Client Drift in Federated Learning via Adaptive Bias Estimation -- Tackling...”

2 Table of Contents: “... Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration -- Auto-FedRL: Federated...”

3 Table of Contents: “... Supervised Concept Expansion for General Purpose Vision Models -- FedVLN: Privacy-Preserving Federated Vision...”

4 Table of Contents: “...FedX: Unsupervised Federated Learning with Cross Knowledge Distillation -- W2N: Switching from Weak...”

5 Table of Contents: “... Spike: Learning Real-Valued Spikes for Spiking Neural Networks -- FedLTN: Federated Learning for Sparse...”

6 Table of Contents: “...-Supervised Video Representation Learning -- SphereFed: Hyperspherical Federated Learning -- Hierarchically...”

7 Table of Contents: “... Collapse in Non-Contrastive Siamese Representation Learning -- Federated Self-Supervised Learning for Video...”

8 Table of Contents: “... Dynamics -- TIPS: Text-Induced Pose Synthesis -- Addressing Heterogeneity in Federated Learning via...”