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cs.LG2026
Truthful Online Preference Aggregation for LLM Fine-Tuning in Mobile Crowdsourcing
Shugang Hao, Lingjie Duan
To better serve users' demands in mobile applications (e.g., navigation), mobile crowdsourcing platforms can iteratively align large language model (LLM)-generated content (e.g., A…
cs.LG2025
To Theoretically Understand Transformer-Based In-Context Learning for Optimizing CSMA
Shugang Hao, Hongbo Li, Lingjie Duan
The binary exponential backoff scheme is widely used in WiFi 7 and still incurs poor throughput performance under dynamic channel environments. Recent model-based approaches (e.g.,…
cs.LG2024
Algorithm Design for Continual Learning in IoT Networks
Shugang Hao, Lingjie Duan
Continual learning (CL) is a new online learning technique over sequentially generated streaming data from different tasks, aiming to maintain a small forgetting loss on previously…