Switch-and-Navigate: Controlling data ferry mobility for delay-bounded messages. - Liang Ma 002; Ting He 001; Ananthram Swami; Kang-Won Lee; Kin K. Leung (MILCOM, 2011)

Link identifiability in communication networks with two monitors. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (GLOBECOM, 2013)

Efficient Identification of Additive Link Metrics via Network Tomography. - Liang Ma 002; Ting He 001; Kin K. Leung; Don Towsley; Ananthram Swami (ICDCS, 2013)

Identifiability of link metrics based on end-to-end path measurements. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (Internet Measurement Conference, 2013)

Node Failure Localization via Network Tomography. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung; Jessica Lowe (Internet Measurement Conference, 2014)

Monitor placement for maximal identifiability in network tomography. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (INFOCOM, 2014)

Inferring Link Metrics From End-To-End Path Measurements: Identifiability and Monitor Placement. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (IEEE/ACM Trans. Netw., 2014)

On optimal monitor placement for localizing node failures via network tomography. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung (Perform. Evaluation, 2015)

Query Answering Efficiency in Expert Networks Under Decentralized Search. - Liang Ma 002; Mudhakar Srivatsa; Derya Cansever; Xifeng Yan; Sue Kase; Michelle Vanni (CIKM, 2016)

Service Placement for Detecting and Localizing Failures Using End-to-End Observations. - Ting He 001; Novella Bartolini; Hana Khamfroush; InJung Kim; Liang Ma 002; Tom La Porta (ICDCS, 2016)

On the Efficiency of Decentralized Search in Expert Networks. - Liang Ma 002; Mudhakar Srivatsa; Derya Cansever; Xifeng Yan; Sue Kase; Michelle Vanni (ICDCS, 2016)

Decentralized search in expert networks: Generic models and performance bounds. - Liang Ma 002; Mudhakar Srivatsa; Derya Cansever; Xifeng Yan; Sue Kase; Michelle Vanni (ICNP, 2016)

Robust monitor placement for network tomography in dynamic networks. - Ting He 001; Liang Ma 002; Athanasios Gkelias; Kin K. Leung; Ananthram Swami; Don Towsley (INFOCOM, 2016)

How Better is Distributed SDN? An Analytical Approach. - Ziyao Zhang; Liang Ma 002; Kin K. Leung; Franck Le; Sastry Kompella; Leandros Tassiulas (CoRR, 2017)

Robust and Efficient Monitor Placement for Network Tomography in Dynamic Networks. - Ting He 001; Athanasios Gkelias; Liang Ma 002; Kin K. Leung; Ananthram Swami; Don Towsley (IEEE/ACM Trans. Netw., 2017)

Network Capability in Localizing Node Failures via End-to-End Path Measurements. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung (IEEE/ACM Trans. Netw., 2017)

Q-Placement: Reinforcement-Learning-Based Service Placement in Software-Defined Networks. - Ziyao Zhang; Liang Ma 002; Kin K. Leung; Leandros Tassiulas; Jeremy Tucker (ICDCS, 2018)

SENSE: Semantically Enhanced Node Sequence Embedding. - Swati Rallapalli; Liang Ma 002; Mudhakar Srivatsa; Ananthram Swami; Heesung Kwon; Graham A. Bent; Christopher Simpkin (IEEE BigData, 2019)

DQ Scheduler: Deep Reinforcement Learning Based Controller Synchronization in Distributed SDN. - Ziyao Zhang; Liang Ma 002; Konstantinos Poularakis; Kin K. Leung; Lingfei Wu 001 (ICC, 2019)

MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design. - Ziyao Zhang; Liang Ma 002; Konstantinos Poularakis; Kin K. Leung; Jeremy Tucker; Ananthram Swami (ICNP, 2019)

Learning the Optimal Synchronization Rates in Distributed SDN Control Architectures. - Konstantinos Poularakis; Qiaofeng Qin; Liang Ma 002; Sastry Kompella; Kin K. Leung; Leandros Tassiulas (INFOCOM, 2019)

Efficient Global String Kernel with Random Features: Beyond Counting Substructures. - Lingfei Wu 001; Ian En-Hsu Yen; Siyu Huo; Liang Zhao 002; Kun Xu 005; Liang Ma 002; Shouling Ji; Charu C. Aggarwal (KDD, 2019)

Constructing distributed time-critical applications using cognitive enabled services. - Chris Simpkin; Ian J. Taylor; Graham A. Bent; Geeth de Mel; Swati Rallapalli; Liang Ma 002; Mudhakar Srivatsa (Future Gener. Comput. Syst., 2019)

Performance Bounds of Decentralized Search in Expert Networks for Query Answering. - Liang Ma 002; Mudhakar Srivatsa; Derya Cansever; Xifeng Yan; Sue Kase; Michelle Vanni (ACM Trans. Knowl. Discov. Data, 2019)

How Advantageous Is It? An Analytical Study of Controller-Assisted Path Construction in Distributed SDN. - Ziyao Zhang; Liang Ma 002; Kin K. Leung; Franck Le; Sastry Kompella; Leandros Tassiulas (IEEE/ACM Trans. Netw., 2019)

State Action Separable Reinforcement Learning. - Ziyao Zhang; Liang Ma 002; Kin K. Leung; Konstantinos Poularakis; Mudhakar Srivatsa (IEEE BigData, 2020)

Neural Network Tomography. - Liang Ma 002; Ziyao Zhang; Mudhakar Srivatsa (CoRR, 2020)

Joint State-Action Embedding for Efficient Reinforcement Learning. - Paul J. Pritz; Liang Ma 002; Kin K. Leung (CoRR, 2020)

Node Failure Localization: Theorem Proof. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung (CoRR, 2020)

Failure Localization Capability: Theorem Proof and Evaluation. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung (CoRR, 2020)

Fundamental Theories in Node Failure Localization. - Liang Ma 002; Ting He 001; Ananthram Swami; Don Towsley; Kin K. Leung; Jessica Lowe (CoRR, 2020)

Link Identifiability with Two Monitors: Proof of Selected Theorems. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (CoRR, 2020)

Partial Network Identifiability: Theorem Proof and Evaluation. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (CoRR, 2020)

Identification of Additive Link Metrics: Proof of Selected Theorems. - Liang Ma 002; Ting He 001; Kin K. Leung; Ananthram Swami; Don Towsley (CoRR, 2020)

Efficient Identification of Additive Link Metrics: Theorem Proof and Evaluations. - Liang Ma 002; Ting He 001; Kin K. Leung; Don Towsley; Ananthram Swami (CoRR, 2020)

Jointly-Learned State-Action Embedding for Efficient Reinforcement Learning. - Paul J. Pritz; Liang Ma 002; Kin K. Leung (CIKM, 2021)

Additive Link Metrics Identification: Proof of Selected Lemmas and Propositions. - Liang Ma 002; Ting He 001; Kin K. Leung; Don Towsley; Ananthram Swami (CoRR, 2021)

More Is Not Always Better: An Analytical Study of Controller Synchronizations in Distributed SDN. - Ziyao Zhang; Liang Ma 002; Kin K. Leung; Franck Le (IEEE/ACM Trans. Netw., 2021)