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ORCIDYansong Ning
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2020 – today
- 2026
[i14]Yansong Ning, Jun Fang, Naiqiang Tan, Hao Liu:
Agent-Omit: Training Efficient LLM Agents for Adaptive Thought and Observation Omission via Agentic Reinforcement Learning. CoRR abs/2602.04284 (2026)- [i13]Siqi Lai, Pan Zhang, Yuping Zhou, Jindong Han, Yansong Ning, Hao Liu:
TrafficClaw: Generalizable Urban Traffic Control via Unified Physical Environment Modeling. CoRR abs/2604.17456 (2026) - [i12]Yansong Ning, Mianpeng Liu, Jingwen Ye, Weidong Zhang, Hao Liu:
HRBench: Benchmarking and Understanding Thinking-Mode Switch Strategies in Hybrid-Reasoning LLMs. CoRR abs/2605.28398 (2026) - [i11]Zherui Yang, Fan Liu, Yansong Ning, Hao Liu:
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management. CoRR abs/2606.03841 (2026) - 2025
- [c5]Manning Zhu, Songtao Guo, Pengzhan Zhou, Yansong Ning, Chang Han, Dewen Qiao:
FedSODA: Federated Fine-Tuning of LLMs via Similarity Group Pruning and Orchestrated Distillation Alignment. ECAI 2025: 4193-4200 - [c4]Yansong Ning, Shuowei Cai
, Wei Li, Jun Fang, Naiqiang Tan, Hua Chai, Hao Liu:
DiMA: An LLM-Powered Ride-Hailing Assistant at DiDi. KDD (2) 2025: 4728-4739 - [c3]Fan Liu, Siqi Lai, Yansong Ning, Hao Liu:
Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network. ECML/PKDD (2) 2025: 367-383 - [i10]Yansong Ning, Shuowei Cai, Wei Li, Jun Fang, Naiqiang Tan, Hua Chai, Hao Liu:
DiMA: An LLM-Powered Ride-Hailing Assistant at DiDi. CoRR abs/2503.04768 (2025) - [i9]Yansong Ning, Wei Li, Jun Fang, Naiqiang Tan, Hao Liu:
Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning. CoRR abs/2505.11827 (2025) - [i8]Siqi Lai, Yansong Ning, Zirui Yuan, Zhixi Chen, Hao Liu:
USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents. CoRR abs/2505.17572 (2025) - [i7]Jindong Han, Yansong Ning, Zirui Yuan, Hang Ni, Fan Liu, Tengfei Lyu, Hao Liu:
Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications. CoRR abs/2507.00914 (2025) - [i6]Manning Zhu, Songtao Guo, Pengzhan Zhou, Yansong Ning, Chang Han, Dewen Qiao:
FedSODA: Federated Fine-tuning of LLMs via Similarity Group Pruning and Orchestrated Distillation Alignment. CoRR abs/2508.12727 (2025) - [i5]Yansong Ning, Rui Liu, Jun Wang, Kai Chen, Wei Li, Jun Fang, Kan Zheng, Naiqiang Tan, Hao Liu:
DeepTravel: An End-to-End Agentic Reinforcement Learning Framework for Autonomous Travel Planning Agents. CoRR abs/2509.21842 (2025) - [i4]Shuowei Cai, Yansong Ning, Hao Liu:
AgentBalance: Backbone-then-Topology Design for Cost-Effective Multi-Agent Systems under Budget Constraints. CoRR abs/2512.11426 (2025) - 2024
- [c2]Yansong Ning, Hao Liu:
UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction. NeurIPS 2024 - [i3]Yansong Ning, Hao Liu:
UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction. CoRR abs/2402.06861 (2024) - 2023
- [c1]Yansong Ning, Hao Liu, Hao Wang, Zhenyu Zeng, Hui Xiong:
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction. NeurIPS 2023 - [i2]Fan Liu, Siqi Lai, Yansong Ning, Hao Liu:
Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network. CoRR abs/2306.10351 (2023) - [i1]Yansong Ning, Hao Liu, Hao Wang, Zhenyu Zeng, Hui Xiong:
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction. CoRR abs/2306.11443 (2023)
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