Write a Blog >>
ASE 2020
Mon 21 - Fri 25 September 2020 Melbourne, Australia
Wed 23 Sep 2020 02:25 - 02:30 at Koala - SRC Poster (1) Chair(s): Chunyang Chen

The use of data-hungry deep learning algorithms to augment the performance of cloud-deployed software services calls for the constant relaying of private user data over a network that is susceptible to attack from malicious agents and also limits the extent to which data can be collated in a central repository to train centralized machine learning models. To encourage anonymized and decentralized training of models in such scenarios, We propose CrossPriv, a user-privacy sensitive model that enlists the characteristics of cross-silo federated software deployed across the clients participating in the cross-silo FL learning setup. We simulate the efficacy of the model by demonstrating the training of a deep learning model that can detect Pneumonia using X-Rays using training data hosted at two completely different silos, without sharing their raw data. We specify the client and server-side features of the deployed service whilst clearly defining the pipeline of cross-silo federated learning architecture.

Wed 23 Sep

Displayed time zone: (UTC) Coordinated Universal Time change

02:20 - 03:20
SRC Poster (1)Student Research Competition at Koala
Chair(s): Chunyang Chen Monash University
02:20
5m
Poster
Dynamic Algorithm Selection for SMT
Student Research Competition
Nikhil Pimpalkhare University of California, Berkeley
02:25
5m
Poster
CrossPriv: User Privacy Preservation Model for Cross-Silo Federated Software
Student Research Competition
Harshita Diddee Guru Gobind Singh Indraprastha University, Bhrigu Kansra Guru Gobind Singh Indraprastha University
02:30
5m
Poster
Scalability and Precision Improvement of Neural Program Synthesis
Student Research Competition
Yating Zhang National University of Defense Technology
02:35
5m
Poster
The Classification and Propagation of Program CommentsSecond place SRC - Undergraduate
Student Research Competition
Xiangzhe Xu Nanjing University
02:40
5m
Poster
Source Code and Binary Level Vulnerability Detection and Hot PatchingThird place SRC - Graduate
Student Research Competition
Zhengzi Xu Nanyang Technological University
02:45
5m
Poster
FLUX: From SQL to GQL query translation tool
Student Research Competition
Chandan Sharma Auckland University of Technology
02:50
5m
Poster
Discovering UI Display Issues with Visual UnderstandingWinner SRC - Graduate
Student Research Competition
Zhe Liu Laboratory for Internet Software Technologies, Institute of Software Chinese Academy of Sciences, University of Chinese Academy of Sciences