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1. sam3-damage-detect sam3-damage-detect Public

   AI-powered concrete damage detection using SAM with privacy protection. Automatic rust detection, pattern recognition, and signboard blur masking.

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2. dql-bridge-maintenance dql-bridge-maintenance Public

   A deep reinforcement learning system for optimizing bridge maintenance decisions across municipal infrastructure fleets, implementing cross-subsidy budget sharing and cooperative multi-agent learning.

   Python 3

3. deepseek-v3-quantization-analysis deepseek-v3-quantization-analysis Public

   Comprehensive performance analysis of DeepSeek V3 quantization levels (FP16, Q8_0, Q4_0) on 16GB GPU environments.

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4. markov-dqn-v09-quantile markov-dqn-v09-quantile Public

   Quantile Regression DQN implementation for bridge fleet maintenance optimization using Markov Decision Process. Migrated from C51 distributional RL (v0.8) with 200 quantiles and Huber loss. Feature…

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5. dql-aged-multi-pumps-cbm dql-aged-multi-pumps-cbm Public

   A comprehensive reinforcement learning system for pump equipment condition-based maintenance using DQN (Deep Q-Network) with quantile regression and aging factor integration.

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6. bridge_importance_infra2graph bridge_importance_infra2graph Public

   Infra2Graph prototype for bridge impact assessment in city scale. The system integrates heterogeneous graph analysis and HGNN-based closure-impact prediction, with Exp-4-lite (kNN, no edge attribut…

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