CSE 7300 Research Seminar
- Instructor: Prof. Chenyang Lu
- Semester: Spring 2021
- Time: Thursday at 4pm-4:50pm
- Location: Virtual
---ML for Health ---
- NeurIPS ([1])
- ICML ([2])
- AAAI ([3])
- SIGKDD ([4])
- IJCAI ([5])
- IMWUT ([6])
- Digital Medicine ([7])
- HEALTH ([8])
- Lancet Digital Health ([9])
---Cyber Physical Systems ---
- SenSys ([10])
- IPSN ([11])
- RTSS ([12])
- RTAS ([13])
- ICCPS ([14])
- MobiCom ([15])
- MobiSys ([16])
- Sigcomm ([17])
- NSDI ([18])
- SOSP ([19])
- OSDI ([20])
Presentation Schedule
Feb 04
Bing
Mattei, Pierre-Alexandre, and Jes Frellsen. "MIWAE: Deep generative modelling and imputation of incomplete data sets." International Conference on Machine Learning. PMLR, 2019.[21]
Wang, Yuhao, et al. "Causal discovery from incomplete data: a deep learning approach." arXiv preprint arXiv:2001.05343 (2020).[22]
Feb 11
Ruiqi
Luyang Liu, Hongyu Li, and Marco Gruteser. 2019. Edge Assisted Real-time Object Detection for Mobile Augmented Reality. The 25th Annual International Conference on Mobile Computing and Networking. Association for Computing Machinery, New York, NY, USA, Article 25, 1–16. [23]
Feb 18
Jingwen
Daniş, F. Serhan, and Ali Taylan Cemgil. "Model-based localization and tracking using bluetooth low-energy beacons." Sensors 17.11 (2017): 2484. [24]
Feb 25
Kriti
Nguyen Tuan A , Jeong Hyewon, Yang Eunho , Hwang Sung Ju. Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning. Association for the Advancement of Artificial Intelligence. 2021 [25]
Mar 04
Soumyendu
Maximilian Ilse, Jakub M. Tomczak, and Max Welling, Attention-based Deep Multiple Instance Learning, ICML 2018. https://arxiv.org/abs/1802.04712
Mar 11
Hanyang
He, Yong, et al. "Attention and Memory-Augmented Networks for Dual-View Sequential Learning." Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2020. https://dl.acm.org/doi/pdf/10.1145/3394486.3403055
Mar 18
Sayantan
Xiao Zhang, Dejing Dou, and Ji Wu, Learning Conceptual-Contextual Embeddings for Medical Text, AAAI Conference on Artificial Intelligence (AAAI-20), 2020. https://ojs.aaai.org/index.php/AAAI/article/view/6504/6360
Mar 25
Guanghui
Mate, Aditya, et al. "Collapsing Bandits and Their Application to Public Health Intervention." Advances in Neural Information Processing Systems 33 (2020). https://arxiv.org/pdf/2007.04432.pdf
Apr 01
Dingwen
J. Luo, et al. HiTANet: Hierarchical Time-Aware Attention Networks for Risk Prediction on Electronic Health Records. KDD'20. https://dl.acm.org/doi/pdf/10.1145/3394486.3403107
Apr 08
Ruixuan Harutyunyan, Hrayr, et al. "Multitask learning and benchmarking with clinical time series data." Scientific data 6.1 (2019): 1-18.[26]
Apr 15
Jingwen
Bica, Ioana, Ahmed Alaa, and Mihaela Van Der Schaar. "Time series deconfounder: Estimating treatment effects over time in the presence of hidden confounders." International Conference on Machine Learning. PMLR, 2020. [27]
Apr 22
Ruiqi
Deep Compressive Offloading: Speeding Up Neural Network Inference by Trading Edge Computation for Network Latency https://dl.acm.org/doi/10.1145/3384419.3430898
Apr 29
Bing
Chen, Ricky TQ, et al. "Isolating sources of disentanglement in variational autoencoders." arXiv preprint arXiv:1802.04942 (2018). [28]
Kingma, Diederik P., and Max Welling. "An introduction to variational autoencoders." arXiv preprint arXiv:1906.02691 (2019). [29]
Disentanglement by nonlinear ica with general incompressible-flow networks [Sorrenson, Peter, Carsten Rother, and Ullrich Köthe. "Disentanglement by nonlinear ica with general incompressible-flow networks (gin)." arXiv preprint arXiv:2001.04872 (2020). ]
Previous Semesters
- Fall 2020
- Spring 2020
- Fall 2019
- Summer 2019
- Spring 2019
- Fall 2018
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