PPaperPicks

Lidan Shou

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

Venues

Frequent coauthors

Ke Chen
×23
Huan Li
×17
Gang Chen
×16
Jun Zhang
×8
Zhongle Xie
×7
Lingxi Cui
×4
Yicheng Ji
×3
Jue Wang
×3
Cheng Peng
×3
Jianfeng Zhang
×2
Yongqin Xu
×2
Tong Wang
×2

Papers

  1. ChronosBI: Supercharging LLM-Powered Business Intelligence Pipelines with Semantic Caching and Cost Planning
    SIGMOD 2026 ·
    Jianfeng Zhang
    ,
    Lingxi Cui
    ,
    Yongqin Xu
    ,
    Tong Wang
    ,
    Yi Guo
    ,
    Zhouzhi Yang
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou
  2. Efficient Inference for Large Vision-Language Models: Bottlenecks, Techniques, and Prospects
    ACL 2026 ·
    Jun Zhang
    ,
    Yicheng Ji
    ,
    Feiyang Ren
    ,
    Yihang Li
    ,
    Bowen Zeng
    ,
    Zonghao Chen
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen
    ,
    Huan Li
  3. HybridKV: Hybrid KV Cache Compression for Efficient Multimodal Large Language Model Inference
    ACL 2026 ·
    Bowen Zeng
    ,
    Feiyang Ren
    ,
    Jun Zhang
    ,
    Xiaoling Gu
    ,
    Ke Chen
    , Lidan Shou,
    Huan Li
  4. MM-ShiftKV: Decode-Aware Prefill-Stage KV Selection for Multimodal Large Language Models
    ACL 2026 ·
    Jinsong Shu
    ,
    Chenyang Wu
    ,
    Zhongle Xie
    ,
    Baokun Wang
    , Lidan Shou
  5. REDPARROT: Accelerating NL-to-DSL for Business Analytics via Query Semantic Caching
    ICDE 2026 ·
    Tong Wang
    ,
    Yongqin Xu
    ,
    Jianfeng Zhang
    ,
    Lingxi Cui
    ,
    Wenqing Wei
    ,
    Suzhou Chen
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou
  6. SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search
    VLDB 2026 ·
    Yuchen Peng
    ,
    Dingyu Yang
    ,
    Zhongle Xie
    ,
    Ji Sun
    , Lidan Shou,
    Ke Chen
    ,
    Gang Chen
  7. See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs
    ACL 2026 ·
    Yicheng Ji
    ,
    Jun Zhang
    ,
    Jinpeng Chen
    ,
    Cong Wang
    , Lidan Shou,
    Gang Chen
    ,
    Huan Li
  8. TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs
    ACL 2026 ·
    Sibo Xiao
    ,
    Jinyuan Fu
    ,
    Zhongle Xie
    , Lidan Shou
  9. A Comprehensive Study of Shapley Value in Data Analytics
    VLDB 2025 ·
    Hong Lin
    ,
    Shixin Wan
    ,
    Zhongle Xie
    ,
    Ke Chen
    ,
    Meihui Zhang
    , Lidan Shou,
    Gang Chen
  10. CogSQL: A Cognitive Framework for Enhancing Large Language Models in Text-to-SQL Translation
    AAAI 2025 ·
    Hongwei Yuan
    ,
    Xiu Tang
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen
    ,
    Huan Li
  11. FloE: On-the-Fly MoE Inference on Memory-constrained GPU
    ICML 2025 ·
    Yuxin Zhou
    ,
    Zheng Li
    ,
    Jun Zhang
    ,
    Jue Wang
    ,
    Yiping Wang
    ,
    Zhongle Xie
    ,
    Ke Chen
    , Lidan Shou
  12. HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture
    SIGMOD 2025 ·
    Yifan Wu
    ,
    Ke Chen
    ,
    Gang Chen
    ,
    Dawei Jiang
    ,
    Huan Li
    , Lidan Shou
  13. SafeLoad: Efficient Admission Control Framework for Identifying Memory-Overloading Queries in Cloud Data Warehouses
    VLDB 2025 ·
    Yifan Wu
    ,
    Yuhan Li
    ,
    Zhenhua Wang
    ,
    Zhongle Xie
    ,
    Dingyu Yang
    ,
    Ke Chen
    , Lidan Shou,
    Bo Tang
    ,
    Liang Lin
    ,
    Huan Li
    ,
    Gang Chen
  14. SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning
    EMNLP 2025 ·
    Yicheng Ji
    ,
    Jun Zhang
    ,
    Heming Xia
    ,
    Jinpeng Chen
    , Lidan Shou,
    Gang Chen
    ,
    Huan Li
  15. TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery
    VLDB 2025 ·
    Lingxi Cui
    ,
    Guanyu Jiang
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen
  16. Towards Automatic and Efficient Prediction Query Processing in Analytical Database
    ICDE 2025 ·
    Yuchen Peng
    ,
    Zhongle Xie
    ,
    Ke Chen
    ,
    Gang Chen
    , Lidan Shou
  17. Train Small, Infer Large: Memory-Efficient LoRA Training for Large Language Models
    ICLR 2025 ·
    Jun Zhang
    ,
    Jue Wang
    ,
    Huan Li
    , Lidan Shou,
    Ke Chen
    ,
    Yang You
    ,
    Guiming Xie
    ,
    Xuejian Gong
    ,
    Kunlong Zhou
  18. Transfer-Aware Data Selection for Domain Adaptation in Text Retrieval
    EMNLP 2025 ·
    Linzhu Yu
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou
  19. T²DR: A Two-Tier Deficiency-Resistant Framework for Incomplete Multimodal Learning
    ACL 2025 ·
    Han Lin
    ,
    Xiu Tang
    ,
    Huan Li
    ,
    Wenxue Cao
    ,
    Sai Wu
    ,
    Chang Yao
    , Lidan Shou,
    Gang Chen
  20. nlcTables: A Dataset for Marrying Natural Language Conditions with Table Discovery
    SIGIR 2025 ·
    Lingxi Cui
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen
  21. BoKA: Bayesian Optimization based Knowledge Amalgamation for Multi-unknown-domain Text Classification
    SIGKDD 2024 ·
    Linzhu Yu
    ,
    Huan Li
    ,
    Ke Chen
    , Lidan Shou
  22. BushStore: Efficient B+Tree Group Indexing for LSM-Tree in Non-Volatile Memory
    ICDE 2024 ·
    Zhenghao Wang
    , Lidan Shou,
    Ke Chen
    ,
    Xuan Zhou
  23. CARAT: Contrastive Feature Reconstruction and Aggregation for Multi-Modal Multi-Label Emotion Recognition
    AAAI 2024 ·
    Cheng Peng
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen
  24. CoMAL: Contrastive Active Learning for Multi-Label Text Classification
    SIGKDD 2024 ·
    Cheng Peng
    ,
    Haobo Wang
    ,
    Ke Chen
    , Lidan Shou,
    Chang Yao
    ,
    Runze Wu
    ,
    Gang Chen
  25. Draft& Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding
    ACL 2024 ·
    Jun Zhang
    ,
    Jue Wang
    ,
    Huan Li
    , Lidan Shou,
    Ke Chen
    ,
    Gang Chen
    ,
    Sharad Mehrotra
  26. MCF-KV: Multi-Cuckoo-Filter Index based Key-Value Store with Persistent Memory
    EDBT 2024 ·
    Hongjia Zou
    , Lidan Shou,
    Ke Chen
    ,
    Xuan Zhou
  27. Preventing the Popular Item Embedding Based Attack in Federated Recommendations
    ICDE 2024 ·
    Jun Zhang
    ,
    Huan Li
    ,
    Dazhong Rong
    ,
    Yan Zhao
    ,
    Ke Chen
    , Lidan Shou
  28. Variational Hybrid-Attention Framework for Multi-Label Few-Shot Aspect Category Detection
    AAAI 2024 ·
    Cheng Peng
    ,
    Ke Chen
    , Lidan Shou,
    Gang Chen