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Poster
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Wed 16:30
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FIARSE: Model-Heterogeneous Federated Learning via Importance-Aware Submodel Extraction
Feijie Wu · Xingchen Wang · Yaqing Wang · Tianci Liu · Lu Su · Jing Gao
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Poster
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Wed 16:30
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Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
Huancheng Chen · Haris Vikalo
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Poster
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Thu 16:30
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Optimization-based Causal Estimation from Heterogeneous Environments
Mingzhang Yin · Yixin Wang · David Blei
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Poster
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Long-range Meta-path Search on Large-scale Heterogeneous Graphs
Chao Li · Zijie Guo · qiuting he · Kun He
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Poster
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Wed 11:00
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Federated Model Heterogeneous Matryoshka Representation Learning
Liping Yi · Han Yu · Chao Ren · Gang Wang · xiaoguang Liu · Xiaoxiao Li
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Poster
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Thu 11:00
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Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
Alexander Tyurin · Marta Pozzi · Ivan Ilin · Peter Richtarik
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Poster
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Cherry on Top: Parameter Heterogeneity and Quantization in Large Language Models
Wanyun Cui · Qianle Wang
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Poster
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Fri 16:30
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Towards Diverse Device Heterogeneous Federated Learning via Task Arithmetic Knowledge Integration
Mahdi Morafah · Vyacheslav Kungurtsev · Hojin Chang · Chen Chen · Bill Lin
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Poster
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Thu 16:30
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Hierarchical Hybrid Sliced Wasserstein: A Scalable Metric for Heterogeneous Joint Distributions
Khai Nguyen · Nhat Ho
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Poster
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Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains
Lei Wang · Jieming Bian · Letian Zhang · Chen Chen · Jie Xu
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Poster
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Wed 11:00
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Absorb & Escape: Overcoming Single Model Limitations in Generating Heterogeneous Genomic Sequences
Zehui Li · Yuhao Ni · Guoxuan Xia · William Beardall · Akashaditya Das · Guy-Bart Stan · Yiren Zhao
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Affinity Event
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FeDAG: A DAG Blockchain-Based Hierarchical Federated Transfer Learning for Heterogeneous IoT
Zahra Batool · Kaiwen Zhang · Zhongwen Zhu
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