Advanced Topics in AI for Networking (Winter 2022/2023): Difference between revisions

 
(34 intermediate revisions by the same user not shown)
Line 3: Line 3:
{{CourseDetails
{{CourseDetails
|credits=5 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)
|module=M.Inf.1123
|lecturer=[http://134.76.18.81/?q=people/prof-dr-xiaoming-fu Prof. Xiaoming Fu];  [http://www.net.informatik.uni-goettingen.de/?q=people/dr-tingting-yuan, Dr. Tingting Yuan]
|lecturer=[http://134.76.18.81/?q=people/prof-dr-xiaoming-fu Prof. Xiaoming Fu];  [http://www.net.informatik.uni-goettingen.de/?q=people/dr-tingting-yuan, Dr. Tingting Yuan]
|ta=[NA]
|ta=[NA]
|time=Wednesday 14:00-16:00
|time=Thursday 14:00-16:00
|place=IfI 0.101
|place=IfI 0.101
|univz=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&publishid=296747&moduleCall=webInfo&publishConfFile=webInfo&publishSubDir=veranstaltung]
}}
}}


Line 26: Line 25:
** Summary of the paper
** Summary of the paper
** Pros and cons of the paper (your conclusion)  
** Pros and cons of the paper (your conclusion)  
** '''NOTE!! Every participant should provide the paper review BEFORE the seminar (23:59 Tuesday). => the review form is available at [[http://user.informatik.uni-goettingen.de/~fu/Paper_Review_Form_ATCN_WS201112.doc Paper_Review_Form_ATCN_WS201112.doc]]
** '''NOTE!! Every participant should provide the paper review BEFORE the seminar (23:59 on Wedesday). => the review form is available at [[http://user.informatik.uni-goettingen.de/~fu/Paper_Review_Form_ATCN_WS201112.doc 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.
* 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:
* In the middle of the semester, everyone is requested to prepare:
Line 33: Line 32:


==List of Papers ==
==List of Papers ==
1. Genet: automatic curriculum generation for learning adaptation in networking https://dl.acm.org/doi/10.1145/3544216.3544243
1. Genet: automatic curriculum generation for learning adaptation in networking [https://dl.acm.org/doi/10.1145/3544216.3544243] [Celine]


6. Deep Interest Network for Click-Through Rate Prediction [https://arxiv.org/pdf/1706.06978.pdf] [L]
2. Multi-resource interleaving for deep learning training [https://dl.acm.org/doi/10.1145/3544216.3544224]


3. NeuroScaler: neural video enhancement at scale [https://dl.acm.org/doi/10.1145/3544216.3544218]  [Tim]


8. Reducing the Service Function Chain Backup Cost over the Edge and Cloud by a Self-Adapting Scheme [https://ieeexplore.ieee.org/document/9312434]
4. Deep Interest Network for Click-Through Rate Prediction [https://arxiv.org/pdf/1706.06978.pdf]  [Tim]  


9. Routing on Multiple Optimality Criteria[https://dl.acm.org/doi/pdf/10.1145/3387514.3405864]
5. Reducing the Service Function Chain Backup Cost over the Edge and Cloud by a Self-Adapting Scheme [https://ieeexplore.ieee.org/document/9312434]  


10. Understanding, Detecting and Localizing Partial Failures in Large System Software [https://www.cs.jhu.edu/~huang/paper/omegagen-nsdi20-preprint.pdf]
6. Routing on Multiple Optimality Criteria[https://dl.acm.org/doi/pdf/10.1145/3387514.3405864]


11. Understanding Lifecycle Management Complexity of Datacenter Topologies [https://www.cs.jhu.edu/~huang/paper/omegagen-nsdi20-preprint.pdf] [L]
7. Understanding, Detecting and Localizing Partial Failures in Large System Software [https://www.cs.jhu.edu/~huang/paper/omegagen-nsdi20-preprint.pdf]


12. ACC: Automatic ECN Tuning for High-Speed Datacenter Networks [https://dl.acm.org/doi/pdf/10.1145/3452296.3472927][A]
8. Understanding Lifecycle Management Complexity of Datacenter Topologies [https://www.usenix.org/system/files/nsdi19-zhang.pdf] [Celine]


13. Seven Years in the Life of Hypergiants’ Off-Nets [https://dl.acm.org/doi/pdf/10.1145/3452296.3472928]
9. ACC: Automatic ECN Tuning for High-Speed Datacenter Networks [https://dl.acm.org/doi/pdf/10.1145/3452296.3472927]  [Tim]


14. ATP: In-network Aggregation for Multi-tenant Learning [https://www.usenix.org/system/files/nsdi21-lao.pdf]
10. Seven Years in the Life of Hypergiants’ Off-Nets [https://dl.acm.org/doi/pdf/10.1145/3452296.3472928] [Celine]


15. Segcache: a memory-efficient and scalable in-memory key-value cache for small objects[https://www.usenix.org/system/files/nsdi21-yang.pdf]
11. ATP: In-network Aggregation for Multi-tenant Learning [https://www.usenix.org/system/files/nsdi21-lao.pdf]


16. MAGE: Nearly Zero-Cost Virtual Memory for Secure Computation [https://www.usenix.org/system/files/osdi21-kumar.pdf]
12. Segcache: a memory-efficient and scalable in-memory key-value cache for small objects[https://www.usenix.org/system/files/nsdi21-yang.pdf]
 
13. MAGE: Nearly Zero-Cost Virtual Memory for Secure Computation [https://www.usenix.org/system/files/osdi21-kumar.pdf]
 
14. Improving Quality of Experience by Adaptive Video Streaming with Super-Resolution [https://ieeexplore-1ieee-1org-12xpm0nlv2d1c.han.sub.uni-goettingen.de/stamp/stamp.jsp?tp=&arnumber=9155384]


==Schedule==
==Schedule==
W1: Open Talk
W1: Open Talk (27.10)


W2: Assignment Topics and demo paper reading
W2: Assignment papers (03.11)


W3: Paper ID: (date)
W4: Paper ID: (17.11) #4 #1


W5: Paper ID: (date)
W6: Paper ID: (01.12 online) #9 #8


W7: Paper ID: (date)
W8: Paper ID: (22.12 online)   #3 #10


'''!! 25.06 deadline for registration on Flexnow'''
W10:  Rehearsal: (12.01)  #3 #8


W9: Rehearsal: Paper ID: (date)
'''!!  10.01 deadline for registration on Flexnow'''


Final Presentation  
Final Presentation (19.01)
*'''Paper Title''':
*'''Paper Title''':
*'''Paper Title''':
*'''Paper Title''':
Line 92: Line 96:
*Final Report:
*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/)
**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  
**Due by 23:59pm 15th Feb.


[[Category:Courses]]
[[Category:Courses]]
536

edits