kdd-cup

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1st place (Phase 1) / 4th place + Merit Award (Phase 2 final) solution for the KDD Cup 2026 Data Agents Challenge

text-to-sql kdd-cup qwen llm-agents data-agents

Industrial CVR recommendation case study: unified-token backbone, pairwise ranking, dense-only EMA, and noisy-label ablation discipline.

machine-learning ranking recommender-systems cvr kdd-cup

Data analysis and machine learning on the KDD Cup 1999 network intrusion detection dataset

Competition-first traffic forecasting system for KDD Cup 2017 with strict anti-leakage guarantees and reproducible experiments.

ML benchmarking of 15+ algorithms on KDD Cup 1999 dataset achieving >99.9% accuracy for intrusion detection

KDD Cup 2026 DataAgent-Bench: ReAct agent for heterogeneous data analysis with fault-tolerant JSON parsing and SQL verification

docker sql openai data-analysis json-parsing kdd-cup self-verification react-agent

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