The list below is intentionally selective. For the complete and most current record, see the full publications page or Google Scholar.

Efficient AI

• A Mathematical Theory of Top-Sparse Attention via Total Variation Distance
  G Tzachristas, L Deng, I Tzachristas, G Zhang, R Chen.
  ISIT, 2026.

• HyLRA: Hybrid Layer Reuse Attention for Efficient Long-Context Inference
  X Ai, Q Yang, P Wang, L Deng, L Zhang, R Chen, G Zhang.
  arXiv, 2026.

• Compressing Inside Generating: A Latent Domain Codec for AI-Generated Images
  Y Chen, Z Sun, Y Huang, L Deng, W Han, B Bai, S Wang.
  Data Compression Conference, 2025.

• Extending Context Window of Large Language Models via Semantic Compression
  W Fei, X Niu, P Zhou, L Hou, B Bai, L Deng, W Han.
  Findings of ACL, 2024.

• Retrieval Meets Reasoning: Dynamic In-Context Editing for Long-Text Understanding
  W Fei, X Niu, G Xie, Y Zhang, B Bai, L Deng, W Han.
  arXiv, 2024.

• Beyond Scaling Laws: Understanding Transformer Performance with Associative Memory
  X Niu, B Bai, L Deng, W Han.
  arXiv, 2024.

• A Mean Field Ansatz for Zero-Shot Weight Transfer
  X Chen, W Kuang, L Deng, W Han, B Bai, G Reis.
  arXiv, 2024.

Networking Theory and Systems

• A Tale of Two Metrics in Network Delay Optimization
  Q Liu, L Deng, H Zeng, M Chen.
  IEEE/ACM Transactions on Networking, 2020.

• Delay-Constrained Input-Queued Switch
  L Deng, WS Wong, PN Chen, YS Han.
  IEEE Journal on Selected Areas in Communications, 2018.

• An Optimal Algorithm for Online Non-Convex Learning
  L Yang, L Deng, MH Hajiesmaili, C Tan, WS Wong.
  Proceedings of the ACM on Measurement and Analysis of Computing Systems (ACM SIGMETRICS), 2018.

• Timely Wireless Flows with General Traffic Patterns: Capacity Region and Scheduling Algorithms
  L Deng, CC Wang, M Chen, S Zhao.
  IEEE/ACM Transactions on Networking, 2017.

• Energy-Efficient Timely Transportation of Long-Haul Heavy-Duty Trucks
  L Deng, MH Hajiesmaili, M Chen, H Zeng.
  IEEE Transactions on Intelligent Transportation Systems, 2018.

• Device-to-Device Load Balancing for Cellular Networks
  L Deng, Y He, Y Zhang, M Chen, Z Li, JYB Lee, YJ Zhang, L Song.
  IEEE Transactions on Communications, 2019.