Advanced Topics in AI for Networking (Winter 2022/2023): Difference between revisions
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W6: Paper ID: (08.12) # 9 | W6: Paper ID: (08.12) #9 #8 | ||
W8: Paper ID: (22.12) # 3 | W8: Paper ID: (22.12) #3 #10 | ||
W10: Rehearsal: (12.01) | W10: Rehearsal: (12.01) |
Revision as of 13:25, 4 November 2022
Details
Workload/ECTS Credits: | 5 ECTS |
Module: | M.Inf.1222.Mp: Specialization Computer Networks Module Description -or- 3.10: Advanced Topics in Internet Research (II)(ITIS); M.Inf.1223 (new Regulations) |
Lecturer: | Prof. Xiaoming Fu; Dr. Tingting Yuan |
Teaching assistant: | [NA] |
Time: | Thursday 14:00-16:00 |
Place: | IfI 0.101 |
Announcements
Please contact me by email:tingting.yuan@cs.uni-goettingen.de if you have any questions.
Course Overview
The purpose of this seminar is to discuss some advanced topics in computer networks. This course is a theory-oriented research seminar (5 ECTS, 2 SWS), held on a weekly base and comprises the following components:
- Weekly Presentation + Weekly Paper Reading and Discussion 40%
- Final Presentation 30%
- Final Report 30%
The material in the seminar is mainly drawn from the research literature in top journals/conferences, like ToN,TMC, TPDS, SIGCOMM, SIGMETRICS, INFOCOM, MOBICOM, MOBIHOC, WWW, CoNEXT.
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 on Wedesday). => 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 lasts for ~20 minutes) and the list of pros and cons are discussed by all the participants.
- In the middle of the semester, everyone is requested to prepare:
- Final report: Essay (5~6 pages, double columns, IEEE format) for your chosen research topic, which contains a comprehensive literature survey + a detailed discussion of some key enabling technologies
- Final presentation: each presentation lasts for ~20 minutes, plus ~10 minutes Q&A
List of Papers
1. Genet: automatic curriculum generation for learning adaptation in networking [1] [Celine]
2. Multi-resource interleaving for deep learning training [2]
3. NeuroScaler: neural video enhancement at scale [3] [Tim]
4. Deep Interest Network for Click-Through Rate Prediction [4] 5. Reducing the Service Function Chain Backup Cost over the Edge and Cloud by a Self-Adapting Scheme [5] [Tim]
6. Routing on Multiple Optimality Criteria[6]
7. Understanding, Detecting and Localizing Partial Failures in Large System Software [7]
8. Understanding Lifecycle Management Complexity of Datacenter Topologies [8] [Celine]
9. ACC: Automatic ECN Tuning for High-Speed Datacenter Networks [9] [Tim]
10. Seven Years in the Life of Hypergiants’ Off-Nets [10] [Celine]
11. ATP: In-network Aggregation for Multi-tenant Learning [11]
12. Segcache: a memory-efficient and scalable in-memory key-value cache for small objects[12]
13. MAGE: Nearly Zero-Cost Virtual Memory for Secure Computation [13]
14. Improving Quality of Experience by Adaptive Video Streaming with Super-Resolution [14]
Schedule
W1: Open Talk (27.10)
W2: Assignment papers (03.11)
W4: Paper ID: (17.11) #4 #1
W6: Paper ID: (08.12) #9 #8
W8: Paper ID: (22.12) #3 #10
W10: Rehearsal: (12.01)
!! deadline for registration on Flexnow
Final Presentation
- Paper Title:
- Paper Title:
Report deadline
Final Presentations & Report
- Final Registration in FlexNow: To Be Announced (TBA).
- Final Presentation:
- Each for ~20 minutes, plus ~10 minutes Q&A
- Final Presentation Slots:
- To Be Announced (TBA)
- Final Report:
- Essay (~6 pages, double column, IEEE format: https://journals.ieeeauthorcenter.ieee.org/create-your-ieee-journal-article/authoring-tools-and-templates/ieee-article-templates/templates-for-transactions/)
- Due by 23:59pm