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|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.1222.Mp: Specialization Computer Networks Module Description ''-or-'' 3.10: Advanced Topics in Internet Research (II)(ITIS); M.Inf.1223 (new Regulations) | ||
|lecturer=[http://134.76.18.81/?q=people/prof-dr-xiaoming-fu Prof. Xiaoming Fu]; [http://www.net.informatik.uni-goettingen.de/people/ | |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=Thu. 14:00-16:00 | |time=Thu. 14:00-16:00 | ||
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==Announcements== | ==Announcements== | ||
Please contact me by email: tingting.yuan@cs.uni-goettingen.de if you have any questions. | |||
Choose your topic and email Tingting. | |||
==Course Overview== | ==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: | 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 | * Weekly Presentation + Weekly Paper Reading and Discussion 40% | ||
* Final Presentation | * Final Presentation 25% | ||
* Final Report | * Final Report 35% | ||
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. | 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. | ||
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** 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 Wednesday). => 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 Wednesday). => 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, | * During each weekly seminar, two participants are 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 pick a topic and prepare: | * In the middle of the semester, everyone is requested to pick a topic and 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 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 ~ | ** Final presentation: each presentation lasts for ~20 minutes, plus ~10 minutes Q&A | ||
==List of Papers == | |||
*1. Video streaming in NN-based system (''Occupied'') | |||
**(1) Neural Adaptive Content-aware Internet Video Delivery [https://dl.acm.org/doi/10.5555/3291168.3291216] OSDI'18 | |||
**(2) Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online Learning [https://dl.acm.org/doi/abs/10.1145/3387514.3405856] Sigcomm'20 | |||
**(3) NEMO: Enabling Neural-enhanced Video Streaming on Commodity Mobile Devices [https://dl.acm.org/doi/10.1145/3372224.3419185] Mobicom'20 | |||
*2. Network for Distributed Learning (''Occupied'') | |||
**(1) Is Network the Bottleneck of Distributed Training? [https://dl.acm.org/doi/pdf/10.1145/3405671.3405810] Sigcomm workshop 20 | |||
**(2) Domain-specific Communication Optimization for Distributed DNN Training [https://arxiv.org/pdf/2008.08445.pdf] arxiv | |||
**(3) PipeDream: generalized pipeline parallelism for DNN training[https://dl-1acm-1org-12xpm0nrgacbe.han.sub.uni-goettingen.de/doi/pdf/10.1145/3341301.3359646] SOSP ’19 | |||
*3. Network Control | |||
**(1) Neural Packet Routing [https://dl.acm.org/doi/pdf/10.1145/3405671.3405813] Sigcomm workshop 20 | |||
**(2) OmniMon: Re-architecting Network Telemetry with Resource Efficiency and Full Accuracy [https://dl.acm.org/doi/pdf/10.1145/3387514.3405877] Sigcomm 20 | |||
**(3) Swift: Delay is Simple and Effective for Congestion Control in the Datacenter[https://dl.acm.org/doi/pdf/10.1145/3387514.3406591] Sigcomm 20 | |||
*4. AI for Network I | |||
**(1) SmartEntry: Mitigating Routing Update Overhead with Reinforcement Learning for Traffic Engineering [https://dl.acm.org/doi/pdf/10.1145/3405671.3405813] Sigcomm workshop 20 | |||
**(2) Event-Triggered Communication Network with Limited-Bandwidth Constraint for Multi-Agent Reinforcement Learning [https://arxiv.org/pdf/2010.04978.pdf] AAAI 21 | |||
**(3) Learning Scheduling Algorithms for Data Processing Clusters [https://arxiv.org/pdf/1810.01963.pdf] Sigcomm 19 | |||
*5. AI for Network II (''Occupied'') | |||
**(1) Challenges in Using ML for Networking Research: How to Label If You Must [https://ix.cs.uoregon.edu/~ram/papers/NetAI-2020.pdf] Sigcomm workshop 20 | |||
**(2) Interpreting Deep Learning-Based Networking Systems [https://dl.acm.org/doi/pdf/10.1145/3387514.3405859]Sigcomm 20 | |||
**(3) PCF: Provably Resilient Flexible Routing [https://dl.acm.org/doi/pdf/10.1145/3387514.3405858] Sigcomm 20 | |||
==Schedule== | ==Schedule== | ||
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* 22 April 2021 | * 22 April 2021 | ||
**No | **No lecture (Girls Day) | ||
* 29 April 2021 | * 29 April 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Neural Adaptive Content-aware Internet Video Delivery [https://dl.acm.org/doi/10.5555/3291168.3291216] OSDI'18 | ||
*06 May 2021 | *06 May 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Is Network the Bottleneck of Distributed Training? [https://dl.acm.org/doi/pdf/10.1145/3405671.3405810] Sigcomm workshop 20 | ||
* 13 May 2021 | * 13 May 2021 | ||
**No | **No lecture (Ascension Day) | ||
*20 May 2021 | *20 May 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Challenges in Using ML for Networking Research: How to Label If You Must [https://ix.cs.uoregon.edu/~ram/papers/NetAI-2020.pdf] Sigcomm workshop 20 | ||
* 27 May 2021 | * 27 May 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online Learning [https://dl.acm.org/doi/abs/10.1145/3387514.3405856] Sigcomm'20 | ||
* 03 June 2021 | * 03 June 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Domain-specific Communication Optimization for Distributed DNN Training [https://arxiv.org/pdf/2008.08445.pdf] arxiv | ||
* 10 June 2021 | * 10 June 2021 | ||
**'''Paper Title''': | **'''Paper Title''': Interpreting Deep Learning-Based Networking Systems [https://dl.acm.org/doi/pdf/10.1145/3387514.3405859]Sigcomm 20 | ||
* 17 June 2021 | * 17 June 2021 | ||
**'''Paper Title''': | **'''Paper Title''': PipeDream: generalized pipeline parallelism for DNN training[https://dl-1acm-1org-12xpm0nrgacbe.han.sub.uni-goettingen.de/doi/pdf/10.1145/3341301.3359646] SOSP ’19 | ||
* 24 June 2021 | * 24 June 2021 | ||
**'''Paper Title''': | **'''Paper Title''': PCF: Provably Resilient Flexible Routing [https://dl.acm.org/doi/pdf/10.1145/3387514.3405858] Sigcomm 20 | ||
***''' | |||
* 01 July 2021 | |||
**'''Paper Title''': NEMO: Enabling Neural-enhanced Video Streaming on Commodity Mobile Devices [https://dl.acm.org/doi/10.1145/3372224.3419185] Mobicom'20 | |||
* 08 July 2021 | |||
**No lecture | |||
* | * 15 July 2021 (Final Presentation) | ||
**'''Paper Title''': | **'''Paper Title''': | ||
**'''Paper Title''': | |||
**'''Paper Title''': | |||
==Final Presentations & Report== | ==Final Presentations & Report== | ||
*Final Registration in '''FlexNow''': July | *Final Registration in '''FlexNow''': before 09th July 2021. | ||
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