Federated Learning

AEFGL: Reverse Auction and Value Evaluation-Based Federated Graph Learning Incentive Mechanism (Student Abstract) AAAI 2026 AEGIS: Toward Expert-in-the-loop Industrial Anomaly Detection AAAI 2026 AFL-PRF: Adaptive Federated Learning for Low-Quality Data: Enhancing Performance, Robustness, and Fairness WACV 2026 A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication AAAI 2026 A Unified Self-Regulating Training Framework for Federated Deep Reinforcement Learning AAAI 2026 Bant: Byzantine Antidote via Trial Function and Trust Scores AAAI 2026 Batman: Benign Knowledge Alignment Through Malicious Null Space in Federated Backdoor Attack CVPR 2026 Bayesian Network Structural Consensus via Greedy Min-Cut Analysis AAAI 2026 Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge ACL 2026 Bi-level Personalization for Federated Foundation Models: A Task-vector Aggregation Approach AAAI 2026 BIQ: Bisection Interval Quantization for Communication-efficient Federated Learning AAAI 2026 Breaking Cross-View Associations: Byzantine Model Poisoning Attack against Vertical Federated Learning AAAI 2026 Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach AAAI 2026 Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs AAAI 2026 Causally-Aware Attribute Completion for Incomplete Federated Graph Clustering AAAI 2026 Class-Aware Active Annotation in Federated Semi-Supervised Learning for Medical Image Classification AAAI 2026 Client-level Active Error Correction in Distributed Learning AAAI 2026 Communication-Efficient Heterogeneous Federated Learning with Sparse Prototypes in Resource-Constrained Environments AAAI 2026 CycleSL: Server-Client Cyclical Update Driven Scalable Split Learning WACV 2026 DA-DFGAS:Differentiable Federated Graph Neural Architecture Search with Distribution-Aware Attentive Aggregation AAAI 2026 Data Heterogeneity and Forgotten Labels in Split Federated Learning AAAI 2026 DAWN: Distributed LLM Multi-Agent Workflow Synthesis AAAI 2026 Decentralized Online Convex Optimization with Unknown Feedback Delays AAAI 2026 Decoupling Shared and Personalized Knowledge: A Dual-Branch Federated Learning Framework for Multi-Domain with Non-IID Data AAAI 2026 DGTF: Cross-Domain Decentralized Graph Learning with Topology-Aware Knowledge Fusion AAAI 2026