Liang Ma

Publication Activity (10 Years)

Years Active: 2011-2021
Publications (10 Years): 36

Top Topics

Reinforcement Learning

Randomly Selected

Top Venues

IEEE/ACM Trans. Netw.

Publications

Liang Ma, Ting He, Kin K. Leung, Don Towsley, Ananthram Swami
Additive Link Metrics Identification: Proof of Selected Lemmas and Propositions. CoRR (2021)
Ziyao Zhang, Liang Ma, Kin K. Leung, Franck Le
More Is Not Always Better: An Analytical Study of Controller Synchronizations in Distributed SDN. IEEE/ACM Trans. Netw. 29 (4) (2021)
Paul J. Pritz, Liang Ma, Kin K. Leung
Jointly-Learned State-Action Embedding for Efficient Reinforcement Learning. CIKM (2021)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Identification of Additive Link Metrics: Proof of Selected Theorems. CoRR (2020)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung
Failure Localization Capability: Theorem Proof and Evaluation. CoRR (2020)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Link Identifiability with Two Monitors: Proof of Selected Theorems. CoRR (2020)
Ziyao Zhang, Liang Ma, Kin K. Leung, Konstantinos Poularakis, Mudhakar Srivatsa
State Action Separable Reinforcement Learning. IEEE BigData (2020)
Liang Ma, Ziyao Zhang, Mudhakar Srivatsa
Neural Network Tomography. CoRR (2020)
Ziyao Zhang, Liang Ma, Kin K. Leung, Konstantinos Poularakis, Mudhakar Srivatsa
State Action Separable Reinforcement Learning. CoRR (2020)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung, Jessica Lowe
Fundamental Theories in Node Failure Localization. CoRR (2020)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Partial Network Identifiability: Theorem Proof and Evaluation. CoRR (2020)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung
Node Failure Localization: Theorem Proof. CoRR (2020)
Paul J. Pritz, Liang Ma, Kin K. Leung
Joint State-Action Embedding for Efficient Reinforcement Learning. CoRR (2020)
Liang Ma, Ting He, Kin K. Leung, Don Towsley, Ananthram Swami
Efficient Identification of Additive Link Metrics: Theorem Proof and Evaluations. CoRR (2020)
Lingfei Wu, Ian En-Hsu Yen, Siyu Huo, Liang Zhao, Kun Xu, Liang Ma, Shouling Ji, Charu C. Aggarwal
Efficient Global String Kernel with Random Features: Beyond Counting Substructures. CoRR (2019)
Ziyao Zhang, Liang Ma, Konstantinos Poularakis, Kin K. Leung, Jeremy Tucker, Ananthram Swami
MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design. CoRR (2019)
Ziyao Zhang, Liang Ma, Konstantinos Poularakis, Kin K. Leung, Lingfei Wu
DQ Scheduler: Deep Reinforcement Learning Based Controller Synchronization in Distributed SDN. ICC (2019)
Swati Rallapalli, Liang Ma, Mudhakar Srivatsa, Ananthram Swami, Heesung Kwon, Graham A. Bent, Christopher Simpkin
SENSE: Semantically Enhanced Node Sequence Embedding. CoRR (2019)
Konstantinos Poularakis, Qiaofeng Qin, Liang Ma, Sastry Kompella, Kin K. Leung, Leandros Tassiulas
Learning the Optimal Synchronization Rates in Distributed SDN Control Architectures. INFOCOM (2019)
Swati Rallapalli, Liang Ma, Mudhakar Srivatsa, Ananthram Swami, Heesung Kwon, Graham A. Bent, Christopher Simpkin
SENSE: Semantically Enhanced Node Sequence Embedding. IEEE BigData (2019)
Ziyao Zhang, Liang Ma, Kin K. Leung, Franck Le, Sastry Kompella, Leandros Tassiulas
How Advantageous Is It? An Analytical Study of Controller-Assisted Path Construction in Distributed SDN. IEEE/ACM Trans. Netw. 27 (4) (2019)
Lingfei Wu, Ian En-Hsu Yen, Siyu Huo, Liang Zhao, Kun Xu, Liang Ma, Shouling Ji, Charu C. Aggarwal
Efficient Global String Kernel with Random Features: Beyond Counting Substructures. KDD (2019)
Konstantinos Poularakis, Qiaofeng Qin, Liang Ma, Sastry Kompella, Kin K. Leung, Leandros Tassiulas
Learning the Optimal Synchronization Rates in Distributed SDN Control Architectures. CoRR (2019)
Chris Simpkin, Ian J. Taylor, Graham A. Bent, Geeth de Mel, Swati Rallapalli, Liang Ma, Mudhakar Srivatsa
Constructing distributed time-critical applications using cognitive enabled services. Future Gener. Comput. Syst. 100 (2019)
Ziyao Zhang, Liang Ma, Konstantinos Poularakis, Kin K. Leung, Jeremy Tucker, Ananthram Swami
MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design. ICNP (2019)
Liang Ma, Mudhakar Srivatsa, Derya Cansever, Xifeng Yan, Sue Kase, Michelle Vanni
Performance Bounds of Decentralized Search in Expert Networks for Query Answering. ACM Trans. Knowl. Discov. Data 13 (2) (2019)
Ziyao Zhang, Liang Ma, Kin K. Leung, Leandros Tassiulas, Jeremy Tucker
Q-Placement: Reinforcement-Learning-Based Service Placement in Software-Defined Networks. ICDCS (2018)
Ziyao Zhang, Liang Ma, Konstantinos Poularakis, Kin K. Leung, Lingfei Wu
DQ Scheduler: Deep Reinforcement Learning Based Controller Synchronization in Distributed SDN. CoRR (2018)
Ziyao Zhang, Liang Ma, Kin K. Leung, Franck Le, Sastry Kompella, Leandros Tassiulas
How Better is Distributed SDN? An Analytical Approach. CoRR (2017)
Ting He, Athanasios Gkelias, Liang Ma, Kin K. Leung, Ananthram Swami, Don Towsley
Robust and Efficient Monitor Placement for Network Tomography in Dynamic Networks. IEEE/ACM Trans. Netw. 25 (3) (2017)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung
Network Capability in Localizing Node Failures via End-to-End Path Measurements. IEEE/ACM Trans. Netw. 25 (1) (2017)
Ting He, Novella Bartolini, Hana Khamfroush, InJung Kim, Liang Ma, Tom La Porta
Service Placement for Detecting and Localizing Failures Using End-to-End Observations. ICDCS (2016)
Ting He, Liang Ma, Athanasios Gkelias, Kin K. Leung, Ananthram Swami, Don Towsley
Robust monitor placement for network tomography in dynamic networks. INFOCOM (2016)
Liang Ma, Mudhakar Srivatsa, Derya Cansever, Xifeng Yan, Sue Kase, Michelle Vanni
Query Answering Efficiency in Expert Networks Under Decentralized Search. CIKM (2016)
Liang Ma, Mudhakar Srivatsa, Derya Cansever, Xifeng Yan, Sue Kase, Michelle Vanni
On the Efficiency of Decentralized Search in Expert Networks. ICDCS (2016)
Liang Ma, Mudhakar Srivatsa, Derya Cansever, Xifeng Yan, Sue Kase, Michelle Vanni
Decentralized search in expert networks: Generic models and performance bounds. ICNP (2016)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung
On optimal monitor placement for localizing node failures via network tomography. Perform. Evaluation 91 (2015)
Liang Ma, Ting He, Ananthram Swami, Donald F. Towsley, Kin K. Leung
Network Capability in Localizing Node Failures via End-to-end Path Measurements. CoRR (2015)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Monitor placement for maximal identifiability in network tomography. INFOCOM (2014)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Inferring Link Metrics From End-To-End Path Measurements: Identifiability and Monitor Placement. IEEE/ACM Trans. Netw. 22 (4) (2014)
Liang Ma, Ting He, Ananthram Swami, Don Towsley, Kin K. Leung, Jessica Lowe
Node Failure Localization via Network Tomography. Internet Measurement Conference (2014)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Identifiability of link metrics based on end-to-end path measurements. Internet Measurement Conference (2013)
Liang Ma, Ting He, Kin K. Leung, Don Towsley, Ananthram Swami
Efficient Identification of Additive Link Metrics via Network Tomography. ICDCS (2013)
Liang Ma, Ting He, Kin K. Leung, Ananthram Swami, Don Towsley
Link identifiability in communication networks with two monitors. GLOBECOM (2013)
Liang Ma, Ting He, Ananthram Swami, Kang-Won Lee, Kin K. Leung
Switch-and-Navigate: Controlling data ferry mobility for delay-bounded messages. MILCOM (2011)