publications

2026

  1. KDD
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    GraTAG: Production AI Search via Graph-Based Query Decomposition and Triplet Aligned Generation with Rich Multimodal Representations
    Bo Tang, Junyi Zhu, Ang Li, and 15 more authors
    2026
  2. ACL
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    Decoding Text Spans for Efficient and Accurate Named-Entity Recognition
    Andrea Maracani, Savas Ozkan, Junyi Zhu, and 2 more authors
    2026
  3. ICLR Workshop
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    Diffusion Alignment Beyond KL: Variance Minimisation as Effective Policy Optimiser
    Zijing Ou, Jacob Si, Junyi Zhu, and 4 more authors
    2026

2025

  1. NeurIPS
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    Latent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification
    Zinan Lin, Enshu Liu, Xuefei Ning, and 3 more authors
    2025
  2. WACV
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    Guided Model Merging for Hybrid Data Learning: Leveraging Centralized Data to Refine Decentralized Models
    Junyi Zhu, Ruicong Yao, Taha Ceritli, and 6 more authors
    2025
  3. ICLR
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    Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better
    Enshu Liu*, Junyi Zhu*, Zinan Lin, and 7 more authors
    2025
    * = Co-first authors

2024

  1. arXiv
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    Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs
    Enshu Liu*, Junyi Zhu*, Zinan Lin, and 6 more authors
    2024
    * = Co-first authors
  2. EMNLP Findings
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    FastMem: Fast Memorization of Prompt Improves Context Awareness of Large Language Models
    Junyi Zhu*, Shuochen Liu*, Yu Yu, and 6 more authors
    2024
    * = Co-first authors
  3. Tiny Paper@ICLR
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    Rescaling Intermediate Features Makes Trained Consistency Models Perform Better
    Junyi Zhu, Zinan Lin, Enshu Liu, and 2 more authors
    2024
  4. TMLR
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    Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction
    Jiayang Shi*, Junyi Zhu*, Daniel M. Pelt, and 2 more authors
    2024
    * = Co-first authors

2023

  1. CVPR
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    Confidence-aware Personalized Federated Learning via Variational Expectation Maximization
    Junyi Zhu*, Xingchen Ma*, and Matthew B. Blaschko
    2023
    * = Co-first authors
  2. ICML
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    Surrogate Model Extension (SME): A Fast and Accurate Weight Update Attack on Federated Learning
    Junyi Zhu, Ruicong Yao, and Matthew B. Blaschko
    2023
  3. TMLR
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    Improving Differentially Private SGD via Randomly Sparsified Gradients
    Junyi Zhu, and Matthew B. Blaschko
    2023

2021

  1. ICLR
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    R-GAP: Recursive Gradient Attack on Privacy
    Junyi Zhu, and Matthew B. Blaschko
    2021

2019

  1. ITSC
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    Localization in Aerial Imagery with Grid Maps using LocGAN
    Haohao Hu, Junyi Zhu, Sascha Wirges, and 1 more author
    2019
  2. ECMR
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    Learning path tracking for real car-like mobile robots from simulation
    Daniel Kamran, Junyi Zhu, and Martin Lauer
    2019