Urban Mobility Decision Intelligence

📖 Documentation

Problem Formulation
- Spatial-Temporal Taxi Zone Recommendation
Methodology
Supervised Forecasting
Graph Learning
Multi-Agent Simulator
DQN and Double-DQN Baselines
Combined Benchmark
Reproducible Sensitivity and Ablation Results

🧭 Platform

Decision Engine
- Overview
- Architecture
- Schema
  - Recommendation
  - RankedZone
- Policies
- Constraints
- Usage
- Important Notes
API Documentation
- Decision Intelligence Platform API
Leaderboard
Benchmark Protocol v2.0
Shadow Evaluation
Historical Replay Evaluation
LLM Mobility Agent
Cross-City Extension Framework

🔬 Research Notes

Decision-Aware Forecasting
Multi-Agent Market Effect of AI Policy Adoption

🔧 API Reference

Unified Data Loader
- DataLoader
Configuration System
Finite-Horizon Strategy
MDP Solver

Demo Gallery

Urban Mobility Decision Intelligence

Python Module Index

Python Module Index

s


	s
	`src`
	`src.common.config`
	`src.common.data_loader`
	`src.mdp.model_based`

© Copyright 2026, Zefan Cai.

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