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Advanced topics in mobile and social computing (AToMSC) (Summer 2021) (view source)

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==Announcements==
==Announcements==
Due to the recent recommendations in the context of Covid-19, this course is scheduled to be held online. We plan to use some tools and platforms, e.g., zoom or DFNconf. '''Please register into studIP in advance. The registration deadline is at 23:59 pm on 11th April 2021.''' I will announce which tool will be used before our lectures start. Please contact me by email:adhatarao@cs.uni-goettingen.de if you have any questions.
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==
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==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
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**(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==
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* 22 April 2021
* 22 April 2021
**No Lecture
**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
**'''Paper Title''':  Is Network the Bottleneck of Distributed Training?


*06 May 2021
*06 May 2021
**'''Paper Title''': Neural Packet Routing
**'''Paper Title''': Is Network the Bottleneck of Distributed Training? [https://dl.acm.org/doi/pdf/10.1145/3405671.3405810] Sigcomm workshop 20
**'''Paper Title''':  SmartEntry: Mitigating Routing Update Overhead with Reinforcement Learning for Traffic Engineering


* 13 May 2021
* 13 May 2021
**No Lecture
**No lecture (Ascension Day)


*20 May 2021
*20 May 2021
**'''Paper Title''':  Neural-Enhanced Live Streaming: Improving Live Video Ingest via Online Learning
**'''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''': Domain-specific Communication Optimization for Distributed DNN Training
**'''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  
**No Lecture
**'''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''': OmniMon: Re-architecting Network Telemetry with Resource Efficiency and Full Accuracy
**'''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''': Event-Triggered Communication Network with Limited-Bandwidth Constraint for Multi-Agent Reinforcement Learning
**'''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


* 01 July 2021 (Final slides submission)
* 15 July 2021 (Final Presentation)
**'''Paper Title''': NEMO: Enabling Neural-enhanced Video Streaming on Commodity Mobile Devices
**'''Paper Title''':  
**'''Paper Title''': PipeDream: generalized pipeline parallelism for DNN training
**'''Paper Title''':  
**'''Paper Title''':  Swift: Delay is Simple and Effective for Congestion Control in the Datacenter
**'''Paper Title''':
**'''Paper Title''': Learning Scheduling Algorithms for Data Processing Clusters


==Final Presentations & Report==
==Final Presentations & Report==


*Final Registration in '''FlexNow''': July 1st 2021.
*Final Registration in '''FlexNow''': before 09th July 2021.




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