Advanced topics in mobile and social computing (AToMSC) (Summer 2021): Difference between revisions

**(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

*2. Network

**(1) Neural Packet Routing [https://dl.acm.org/doi/pdf/10.1145/3405671.3405813] slide[https://conferences.sigcomm.org/sigcomm/2020/files/slides/netai/netai20_slides_xiao.pdf] 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

**(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

 

**(1) A Graph Neural Network-based Digital Twin for Network Slicing Management [https://ore.exeter.ac.uk/repository/bitstream/handle/10871/124390/TII-GNN-DT.pdf?sequence=1] IEEE Transactions on Industrial Informatics 21