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Lujun Li

Hong Kong University of Science and Technology, Hong Kong, SAR, China

25 papers at tracked venues · 21 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-4329-2707 ↗Google Scholar ↗

Venues

AAAI ×6ICML ×5ACL ×4ECCV ×3ICCV ×2NeurIPS ×2ACM MM ×1EMNLP ×1ICLR ×1

Frequent coauthors

Peijie Dong
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Hao Gu
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Wei Li
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Qiyuan Zhu
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Binxing Xu
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Haosen Sun
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Zimian Wei
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Chendi Zhu
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Liming Lu
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Papers

  1. BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook
    ACL 2026 ·
    Hao Gu
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  2. Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs
    ACL 2026 ·
    Binxing Xu
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  3. Outlier Matters: Efficient Long-to-Short Reasoning via Outlier-Guided Model Merging
    AAAI 2026 ·
    Qiyuan Zhu
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  4. QaRL: Rollout-Aligned Quantization-Aware RL for Fast and Stable Training under Training-Inference Mismatch
    ACL 2026 ·
    Hao Gu
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  5. Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging
    AAAI 2026 · Lujun Li
  6. AIRA: Activation-Informed Low-Rank Adaptation for Large Models
    ICCV 2025 · Lujun Li
  7. BayesKD: Bayesian Knowledge Distillation for Compact LLMs in Constrained Fine-tuning Scenarios
    ACL 2025 ·
    Wei Li
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  8. Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression
    ICML 2025 ·
    Peijie Dong
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  9. Delta Decompression for MoE-based LLMs Compression
    ICML 2025 ·
    Hao Gu
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  10. Efficient Fine-Tuning of Large Models Via Nested Low-Rank Adaptation
    ICCV 2025 · Lujun Li
  11. MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition
    ICML 2025 ·
    Wei Li
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  12. Outlier-Aware Model Merging for Efficient Multitask Inference
    ACM MM 2025 ·
    Qiyuan Zhu
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  13. ParZC: Parametric Zero-Cost Proxies for Efficient NAS
    AAAI 2025 ·
    Peijie Dong
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  14. STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs
    ICLR 2025 ·
    Peijie Dong
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  15. Adaptive Layer Sparsity for Large Language Models via Activation Correlation Assessment
    NeurIPS 2024 ·
    Wei Li
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  16. AttnZero: Efficient Attention Discovery for Vision Transformers
    ECCV 2024 · Lujun Li
  17. Auto-DAS: Automated Proxy Discovery for Training-Free Distillation-Aware Architecture Search
    ECCV 2024 ·
    Haosen Sun
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  18. Auto-GAS: Automated Proxy Discovery for Training-Free Generative Architecture Search
    ECCV 2024 · Lujun Li
  19. Auto-Prox: Training-Free Vision Transformer Architecture Search via Automatic Proxy Discovery
    AAAI 2024 ·
    Zimian Wei
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  20. DetKDS: Knowledge Distillation Search for Object Detectors
    ICML 2024 · Lujun Li
  21. Discovering Sparsity Allocation for Layer-wise Pruning of Large Language Models
    NeurIPS 2024 · Lujun Li
  22. LPZero: Language Model Zero-cost Proxy Search from Zero
    EMNLP 2024 ·
    Peijie Dong
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  23. Pruner-Zero: Evolving Symbolic Pruning Metric From Scratch for Large Language Models
    ICML 2024 ·
    Peijie Dong
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  24. SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training
    AAAI 2024 ·
    Chendi Zhu
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  25. UniADS: Universal Architecture-Distiller Search for Distillation Gap
    AAAI 2024 ·
    Liming Lu
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