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Jianchun Liu

Efficient Federated Fine-Tuning of Large Language Models with Layer Dropout

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Mar 13, 2025
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Collaborative Speculative Inference for Efficient LLM Inference Serving

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Mar 13, 2025
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A Robust Federated Learning Framework for Undependable Devices at Scale

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Dec 28, 2024
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Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices

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Dec 28, 2024
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Caesar: A Low-deviation Compression Approach for Efficient Federated Learning

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Dec 28, 2024
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Enhancing Federated Graph Learning via Adaptive Fusion of Structural and Node Characteristics

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Dec 25, 2024
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Top-$nσ$: Not All Logits Are You Need

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Nov 12, 2024
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Optimizing Federated Graph Learning with Inherent Structural Knowledge and Dual-Densely Connected GNNs

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Aug 21, 2024
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