Advanced topics in mobile and social computing (AToMSC) (Summer 2021): Difference between revisions
Jump to navigation
Jump to search
(41 intermediate revisions by the same user not shown) | |||
Line 11: | Line 11: | ||
==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== | ||
Line 32: | Line 33: | ||
==List of Papers == | ==List of Papers == | ||
*1. Video streaming in NN-based system | *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 | **(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 | **(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 | **(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 | *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 | **(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 | **(2) Domain-specific Communication Optimization for Distributed DNN Training [https://arxiv.org/pdf/2008.08445.pdf] arxiv | ||
Line 47: | Line 48: | ||
**(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 | **(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 | *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 | **(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 | **(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 | **(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== | ||
Line 58: | Line 64: | ||
* 22 April 2021 | * 22 April 2021 | ||
**No | **No lecture (Girls Day) | ||
* 29 April 2021 | * 29 April 2021 | ||
**'''Paper Title''': Neural Adaptive Content-aware Internet Video Delivery | **'''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''': Domain-specific Communication Optimization for Distributed DNN Training [https://arxiv.org/pdf/2008.08445.pdf] arxiv | ||
* 10 June 2021 | * 10 June 2021 | ||
**'''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''': | ||
**'''Paper Title''': | |||
**'''Paper Title''': | |||
==Final Presentations & Report== | ==Final Presentations & Report== | ||
*Final Registration in '''FlexNow''': July | *Final Registration in '''FlexNow''': before 09th July 2021. | ||
Latest revision as of 18:25, 22 June 2021
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: | Thu. 14:00-16:00 |
Place: | IfI 0.101 |
UniVZ | [1] |
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
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 25%
- 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.
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, 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:
- 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. Video streaming in NN-based system (Occupied)
- 2. Network for Distributed Learning (Occupied)
- 3. Network Control
- 4. AI for Network I
- (1) SmartEntry: Mitigating Routing Update Overhead with Reinforcement Learning for Traffic Engineering [11] Sigcomm workshop 20
- (2) Event-Triggered Communication Network with Limited-Bandwidth Constraint for Multi-Agent Reinforcement Learning [12] AAAI 21
- (3) Learning Scheduling Algorithms for Data Processing Clusters [13] Sigcomm 19
- 5. AI for Network II (Occupied)
Schedule
- 15 April 2021
- Informational Meeting
- 22 April 2021
- No lecture (Girls Day)
- 29 April 2021
- Paper Title: Neural Adaptive Content-aware Internet Video Delivery [17] OSDI'18
- 06 May 2021
- Paper Title: Is Network the Bottleneck of Distributed Training? [18] Sigcomm workshop 20
- 13 May 2021
- No lecture (Ascension Day)
- 20 May 2021
- Paper Title: Challenges in Using ML for Networking Research: How to Label If You Must [19] Sigcomm workshop 20
- 27 May 2021
- Paper Title: Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online Learning [20] Sigcomm'20
- 03 June 2021
- Paper Title: Domain-specific Communication Optimization for Distributed DNN Training [21] arxiv
- 10 June 2021
- Paper Title: Interpreting Deep Learning-Based Networking Systems [22]Sigcomm 20
- 17 June 2021
- Paper Title: PipeDream: generalized pipeline parallelism for DNN training[23] SOSP ’19
- 24 June 2021
- Paper Title: PCF: Provably Resilient Flexible Routing [24] Sigcomm 20
- 01 July 2021
- Paper Title: NEMO: Enabling Neural-enhanced Video Streaming on Commodity Mobile Devices [25] Mobicom'20
- 08 July 2021
- No lecture
- 15 July 2021 (Final Presentation)
- Paper Title:
- Paper Title:
- Paper Title:
Final Presentations & Report
- Final Registration in FlexNow: before 09th July 2021.
- 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 20 August 2021