Welcome to Longino's GitHub 👋

I. Projects

A. Intelligent Transportation

1. 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)

   [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)

2. Order Assignment (DRL/MARL):

   [Triple-BERT] Triple-BERT: Do We Really Need MARL for Order Dispatch on Ride-Sharing Platforms? (ICLR 2026)

   [MA2SA] Beyond Multi‑Agent Reinforcement Learning: Scalable Centralized Control for Large-Scale Dynamic Trip-Vehicle Assignment

   [OSPO] One Step is Enough: Multi-Agent Reinforcement Learning based on One-Step Policy Optimization for Order Dispatch on Ride-Sharing Platforms

3. Traffic Time Series (Federated Learning):

   [AutoFed] AutoFed: Manual-Free Federated Traffic Prediction via Personalized Prompt

B. Wireless Sensing

1. 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)

2. CSI Time Series:

   [CSI-BERT2] CSI-BERT2: A BERT-Inspired Framework for Efficient CSI Prediction and Recognition in Wireless Communication and Sensing (IEEE TMC)

   [CSI-BERT] Finding the Missing Data: A BERT-inspired Approach Against Package Loss in Wireless Sensing (INFOCOM WKSHPS 2024)

3. 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)

C. Music Information Retrieval

1. Music Understanding:

   [Adversarial-MidiBERT] Let Network Decide What to Learn: Symbolic Music Understanding Model Based on Large-scale Adversarial Pre-training (ICMR 2025)

2. Music Generation:

   [PianoBART] PianoBART: Symbolic Piano Music Understanding and Generating with Large-Scale Pre-Training (ICME 2024)

   [Image2Music] Zero-Effort Image-to-Music Generation: An Interpretable RAG-Based VLM Approach

3. Stage Light Control:

   [Skip-BART] Automatic Stage Lighting Control: Is it a Rule-Driven Process or Generative Task? (ICLR 2026)

D. Others

1. LLM/NLP:

   [Confident RAG, Mixture-Embedding RAG] Confident RAG: Enhancing the Performance of LLMs for Mathematics Question Answering through Multi-Embedding and Confidence Scoring

   [OpenCompass Tool] Customized-OpenCompass-API (Tool)

2. Time Series:

   [ARL] Modelling the 5G Energy Consumption using Real-world Data: Energy Fingerprint is All You Need (GLOBECOM WKSHPS 2025)

   [DL4Finance] Label Unbalance in High-frequency Trading (Technical Report)

3. Reinforcement Learning:

   [ARS-Bezier] A Trajectory-based Reinforcement Learning Approach for Autonomous Locomotion of a Rat Robot (Technical Report)

   [PPO4Rat] Motion Control Method for Small Quadruped Robots Based on Trajectory Modulation and Reinforcement Learning (SYSU Bachelor Thesis 2024)

II. Datasets

1. WiGesture: Wi-Fi Gesture Recognition Dataset (including person ID)
2. WiFall: Wi-Fi Fall Detection (Action Recognition) Dataset (including person ID)
3. WiCount: Wi-Fi Crowd Counting Dataset
4. LoFi: Wi-Fi Localization (Tracking) Dataset (including person ID)
5. RPMC-L2: Stage Lighting Control Dataset

III. Friendly Links

​ [DREAM] Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving (EMNLP 2025)

​ [FLV]Pushing the Boundaries of Natural Reasoning: Interleaved Bonus from Formal-Logic Verification in Language Models