| 2026 | AAAI | Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness. | Xinbao Qiao, Ningning Ding, Yushi Cheng, Meng Zhang |
| 2026 | AAAI | FedShard: Federated Unlearning with Efficiency Fairness and Performance Fairness. | Siyuan Wen, Meng Zhang, Yang Yang, Ningning Ding |
| 2026 | ACL | CiPO: Counterfactual Unlearning for Large Reasoning Models through Iterative Preference Optimization. | Junyi Li, Yongqiang Chen, Ningning Ding |
| 2026 | ICDE | Trading Vector Data in Vector Databases. | Jin Cheng, Xiangxiang Dai, Ningning Ding, John C. S. Lui, Jianwei Huang |
| 2026 | WWW | BANCO: Drift-Aware Batched Bandits for Adaptive Proximity Graph Pruning. | Jin Cheng, Xiangxiang Dai, Ningning Ding, John C. S. Lui, Jianwei Huang |
| 2025 | ICDE | OSTOR: Online Scheduling Framework for Trading Continuous Queries. | Jin Cheng, Ningning Ding, John C. S. Lui, Jianwei Huang |
| 2025 | INFOCOM | AoI-Aware Federated Unlearning for Streaming Data with Online Client Selection and Pricing. | Yue Cui, Ningning Ding, Man Hon Cheung |
| 2024 | GLOBECOM | Cooperative Multi-source Data Trading. | Jin Cheng, Ningning Ding, John C. S. Lui, Jianwei Huang |
| 2024 | INFOCOM | Strategic Data Revocation in Federated Unlearning. | Ningning Ding, Ermin Wei, Randall Berry |
| 2024 | SIGMETRICS | Continuous Query-based Data Trading. | Jin Cheng, Ningning Ding, John C. S. Lui, Jianwei Huang |
| 2023 | INFOCOM | Joint Participation Incentive and Network Pricing Design for Federated Learning. | Ningning Ding, Lin Gao, Jianwei Huang |
| 2023 | MOBIHOC | Incentive Mechanism Design for Federated Learning and Unlearning. | Ningning Ding, Zhenyu Sun, Ermin Wei, Randall Berry |
| 2022 | INFOCOM | Optimal Pricing Under Vertical and Horizontal Interaction Structures for IoT Networks. | Ningning Ding, Lin Gao, Jianwei Huang, Xin Li, Xin Chen |
| 2021 | INFOCOM | Incentive Mechanism Design for Distributed Coded Machine Learning. | Ningning Ding, Zhixuan Fang, Lingjie Duan, Jianwei Huang |
| 2020 | GLOBECOM | Information Disclosure Game on Sharing Platforms. | Ningning Ding, Zhixuan Fang, Jianwei Huang |
| 2020 | WiOpt | Incentive Mechanism Design for Federated Learning with Multi-Dimensional Private Information. | Ningning Ding, Zhixuan Fang, Jianwei Huang |