Advanced topics in mobile and social computing (AToMSC) (Summer 2021): Difference between revisions
Jump to navigation
Jump to search
Line 33: | Line 33: | ||
==List of Papers == | ==List of Papers == | ||
*1. Network for Distributed Learning | *1. Network for Distributed Learning | ||
**(1) Is Network the Bottleneck of Distributed Training? [https://dl.acm.org/doi/pdf/10.1145/3405671.3405810] | **(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] | **(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] | **(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 | *2. Network | ||
**(1) | **(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 | |||
*3. AI for Network | *3. AI for Network | ||
**(1) | **(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) | **(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 | |||
*4. Digital Twin for Network | *4. Digital Twin for Network | ||
**(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] | **(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 | ||
==Schedule== | ==Schedule== |