Advanced topics in mobile and social computing (AToMSC) (Winter 2019/2020)
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Details
| Workload/ECTS Credits: | 5 ECTS |
| Module: | Please refer to below univz. |
| Lecturer: | Prof. Xiaoming Fu; Dr. Yali Yuan |
| Teaching assistant: | [] |
| Time: | Thu. 14:00-16:00 |
| Place: | IfI 0.101 |
| UniVZ | [1] |
Course Overview
The purpose of this seminar is to discuss some advanced topics in Mobile computing, big data and social computing. This course is a theory-oriented but with practical implications research seminar (5 ECTS), held on a weekly base and comprising the following components:
- Weekly Presentation + Weekly Paper Reading and Discussion
- Final Presentation
- Final Report
The material in the seminar is mainly drawn from the research literature in top journals/conferences, like ToN, JSAC, TMC, TPDS, TKDD, TKDE, ACM Transactions on Social Computing, SIGCOMM, CoNEXT, SIGMETRICS, INFOCOM, USENIX ATC, MOBICOM, MOBIHOC, MobiSys, Middleware, WWW, KDD, WSDM, ICWSM, SIGIR, CIKM, ASONAM, CIKM, NIPS, AAAI, IJCAI, ICDM, PERCOM, UbiComp, CSCW, ICIS, or from practical systems and case studies.
Requirements
- Each participant is required to read the assigned paper before the seminar and prepare the review of the paper, which should include the following parts:
- Summary of the paper
- Pros AND cons of the paper (your conclusion)
- NOTE!! Every participant should provide the paper review BEFORE the seminar (23:59 Wednesday). => the review form is available at [Paper_Review_Form_ATCN_WS201112.doc]
- During each weekly seminar, one participant is assigned for presenting the paper (each presentation for ~30 minutes). And the list of pros and cons is discussed by all the participants.
- In the middle of the semester, everyone is requested to pick a topic and prepare:
- Final report: prepare an essay (8~9 pages, single column) for your chosen research topic, which contains a comprehensive literature survey + a detailed discussion of some key enabling technologies
- Final presentation: each presentation for ~20 minutes, plus ~10 minutes Q&A
Schedule
- 24 Oct. 2019
- Informational Meeting
- 7 Nov. 2019
- Object detection in autonomous driving
- Ngiam, Jiquan, et al, StarNet: Targeted Computation for Object Detection in Point Clouds, 2019. (Presented by Aytaj Badirova)
- Object detection in autonomous driving
- 14 Nov. 2019
- Object detection in autonomous driving
- Liang, Ming, et al, Multi-Task Multi-Sensor Fusion for 3D Object Detection, IEEE CVPR 2019. (Presented by Emmanuel Charleson Dapaah)
- Object detection in autonomous driving
- 21 Nov. 2019
- Object detection in autonomous driving
- Zhou, Yin, et al, End-to-End Multi-View Fusion for 3D Object Detection in LiDAR Point Clouds, 2019. (Presented by Ding-Ze Hu)
- Object detection in autonomous driving
- 28 Nov. 2019
- Object detection in autonomous driving
- Deng, Jian, et al, MLOD: A multi-view 3D object detection based on robust feature fusion method, 2019. (Presented by Emmanuel Charleson Dapaah)
- Object detection in autonomous driving
- 05 Dec. 2019 (Final presentation topics release)
- 12 Dec. 2019
- Differential Privacy in networks
- Yu, Lei, et al, Differentially private model publishing for deep learning, 2019. (Presented by Ihab ALAjeh Ghannam)
- Abadi, Martin, et al, Deep learning with differential privacy, ACM CCS 2016. (Presented by Gosswami, Tapashi)
- Differential Privacy in networks
- 19 Dec. 2019
- Differential Privacy in networks
- Zhang, Zhikun, et al, Calm: Consistent adaptive local marginal for marginal release under local differential privacy, ACM CCS 2019. (Presented by Ihab ALAjeh Ghannam)
- Differential Privacy in networks
- 09 Jan. 2020
- Dynamic Adaptive Streaming over QUIC
- Bogle, Jeremy, et al, TEAVAR: striking the right utilization-availability balance in WAN traffic engineering, ACM Sigcomm 2019. (Presented by Ding-Ze Hu)
- Dynamic Adaptive Streaming over QUIC
- 16 Jan. 2020
- Dynamic Adaptive Streaming over QUIC
- ELi, Yuliang, et al, HPCC: high precision congestion control, ACM Sigcomm 2019. (Presented by Aytaj Badirova)
- Dynamic Adaptive Streaming over QUIC
- 23 Jan. 2020
- Dynamic Adaptive Streaming over QUIC
- Shou-Cheng Yen, et al, Streaming 360° videos to head-mounted virtual reality using DASH over QUIC transport protocol, ACM PV. 2019 (Presented by Gosswami, Tapashi)
- Dynamic Adaptive Streaming over QUIC
- 23 Jan. 2020
- Final presentation slides submission before 23:59pm
Final Presentations & Report
- Final Registration in FlexNow: 23.01.2020.
- Final Presentation:
- Each for ~20 minutes, plus ~5 minutes Q&A
- Final Presentation Slots:
- 30 Jan. 2020 and 6 Feb. 2020
- Object detection in autonomous driving
- Yan Wang, et. al., Pseudo-LiDAR From Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving, CVPR'19. (Presented by )
- Differential Privacy in networks
- Subhendu Khatuya, Niloy Ganguly, Jayanta Basak, Madhumita Bharde, Bivas Mitra, Certified Robustness to Adversarial Examples with Differential Privacy, SP'19. (Presented by )
- Dynamic Adaptive Streaming over QUIC
- Quentin De Coninck, et. al., Pluginizing QUIC, INFOCOM 2018. (Presented by )
- Vikram Nathan, et, at., End-to-end transport for video QoE fairness, SIGCOMM'19. (Presented by )
- Quentin De Coninck UCLouvain, Belgium, et. al., Multipath QUIC: Design and Evaluation, CoNEXT'17. (Presented by )
- Object detection in autonomous driving
- Final Presentation Slots:
- 18 July 2019 (The course time is from 14:00pm to 18:00pm)
- Anomaly Detection and IoT Security
- Subhendu Khatuya, Niloy Ganguly, Jayanta Basak, Madhumita Bharde, Bivas Mitra, ADELE: Anomaly Detection from Event Log Empiricism, INFOCOM 2018. (Presented by Rezai, Masoud)
- Dang Tu Nguyen, Chengyu Song, Zhiyun Qian, Srikanth V. Krishnamurthy, Edward J. M. Colbert, Patrick McDaniel, IotSan: fortifying the safety of IoT systems, CoNEXT 2018. (Presented by Yuhan Wang)
- Batiste Le Bars, Argyris Kalogeratos, A Probabilistic Framework to Node-level Anomaly Detection in Communication Networks, INFOCOM 2019. (Presented by Cong Li)
- Wireless Networks
- Ben Zhang, Xin Jin, Sylvia Ratnasamy, John Wawrzynek, Edward A. Lee, AWStream: adaptive wide-area streaming analytics, SIGCOMM 2018. (Presented by Adhatarao, Sripriya Srikant)
- Yanyuan Qin, Shuai Hao, K. R. Pattipati, Feng Qian, Subhabrata Sen, Bing Wang, Chaoqun Yue, ABR streaming of VBR-encoded videos: characterization, challenges, and solutions, CoNEXT 2018 (Best paper award). (Presented by Fangxi Deng)
- Li Li, Ke Xu, Tong Li, Kai Zheng, Chunyi Peng, Dan Wang, Xiangxiang Wang, Meng Shen, Rashid Mijumbi, A measurement study on multi-path TCP with multiple cellular carriers on high speed rails, IEEE SIGCOMM 2018. (Presented by Ding-Ze Hu)
- Anomaly Detection and IoT Security
- Final Report:
- Essay ( 8~9 pages, single column, IEEE format)
- Due by 23:59pm 30 March 2020