Thanks to my lab mates from the group of Prof. Sen Li. The order dispatch simulators are built on the code from the previous work of Mr. Yulong Hu. Dr. Yitong Shang provided continuous support in dataset construction.
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Algorithmic Discrimination & Order Assignment & Payment Setting (MARL):
[Heterogeneous Assignment-Net, PPO-KL-CLIP, Multi-LoRA] The Impacts of Data Privacy Regulations on Food-Delivery Platforms (Transportation Research Part C / AAAI-DC 2026 / TSL 2026)
[Assignment-Net, PPO-DQN] Discriminatory Order Assignment and Payment-Setting on Food-Delivery Platforms: A Multi-Action and Multi-Agent Reinforcement Learning Framework (Transportation Research Part E / ISTDM 2025)
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Order Assignment (DRL/MARL):
[Triple-BERT] Triple-BERT: Do We Really Need MARL for Order Dispatch on Ride-Sharing Platforms? (ICLR 2026 oral)
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Traffic Time Series (Federated Learning):
[AutoFed] AutoFed: Manual-Free Federated Traffic Prediction via Personalized Prompt
Thanks to my lab mates from the group of Prof. Guangxu Zhu. The real-time systems are built on the code of Mr. Tingwei Chen, Mr. Zhijie Cai, and Mr. Fanyi Meng. I also learned a lot from their code for constructing deep learning models.
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Cross-Domain Wi-Fi Sensing:
[CrossFi, CSi-Net, Weight-Net] CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network (IEEE IOTJ)
[KNN-MMD] KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment (IEEE TMC / ICCC 2025)
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CSI Time Series:
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Wi-Fi Sensing System:
[LoFi] LoFi: Vision-Aided Label Generator for Wi-Fi Localization and Tracing (GLOBECOM WKSHPS 2025)
[ESP32 Demo] ESP32-Realtime-System: A Realtime Wi-Fi Sensing System Demo (Tool)
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Music Understanding:
[Adversarial-MidiBERT] Let Network Decide What to Learn: Symbolic Music Understanding Model Based on Large-scale Adversarial Pre-training (ICMR 2025)
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Music Generation:
[PianoBART] PianoBART: Symbolic Piano Music Understanding and Generating with Large-Scale Pre-Training (ICME 2024 oral)
[Image2Music] Zero-Effort Image-to-Music Generation: An Interpretable RAG-Based VLM Approach
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Stage Light Control:
[Skip-BART] Automatic Stage Lighting Control: Is it a Rule-Driven Process or Generative Task? (ICLR 2026)
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LLM/NLP:
[Confident RAG, Mixture-Embedding RAG] Confident RAG: Enhancing the Performance of LLMs for Mathematics Question Answering through Multi-Embedding and Confidence Scoring (ICLR WKSHPS 2026)
[OpenCompass Tool] Customized-OpenCompass-API (Tool)
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Time Series:
[DL4Finance] Label Unbalance in High-frequency Trading (Technical Report)
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Robot RL:
Thanks to Mr. Zitao Zhang from the group of Prof. Kai Huang, for leading me into academic research at my earliest stage and guiding my bachelor thesis. The codes are all built on his previous work with the robot designed by the group.
[ARS-Bezier] A Trajectory-based Reinforcement Learning Approach for Autonomous Locomotion of a Rat Robot (Technical Report)
- WiGesture: Wi-Fi Gesture Recognition Dataset (including person ID)
- WiFall: Wi-Fi Fall Detection (Action Recognition) Dataset (including person ID)
- WiCount: Wi-Fi Crowd Counting Dataset
- LoFi: Wi-Fi Localization (Tracking) Dataset (including person ID)
- RPMC-L2: Stage Lighting Control Dataset
[DREAM] Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving (EMNLP 2025)
[IfWorld] IfWorld: A Multi-Agent Framework for Cross-Disciplinary Counterfactual Scenario Reasoning