Discovery Early Career Researcher Award - Grant ID: DE200100863
Funder
Australian Research Council
Funding Amount
$405,398.00
Summary
Privacy Coupling: When Your Personal Devices Betray You. This project aims to propose novel privacy preserving schemes that can protect the privacy of individuals in the era of Internet of things and machine learning. In the recent years, most Australian organizations have been a target of privacy and cybersecurity attacks, affecting their data and network systems. The expected outcomes of this project are privacy preserving schemes that can prevent attackers from compromising the private inform ....Privacy Coupling: When Your Personal Devices Betray You. This project aims to propose novel privacy preserving schemes that can protect the privacy of individuals in the era of Internet of things and machine learning. In the recent years, most Australian organizations have been a target of privacy and cybersecurity attacks, affecting their data and network systems. The expected outcomes of this project are privacy preserving schemes that can prevent attackers from compromising the private information of individuals in IoT and machine learning services, and thus significantly improve the protection against cybersecurity attacks. Significant benefits in social wellbeing and security are expected for all industry, government, and service sectors that collect data about people.Read moreRead less
Physical Layer Security for Wireless Machine-Type Communications. This project aims to provide new understanding and design guidelines to secure wireless communications among low-cost resource-constrained devices. This is achieved by advancing the fundamental theory of an emerging security paradigm named physical layer security. Expected outcomes of this project include a communication-theoretic framework to characterise the secrecy performance of communications over wireless networks, followed ....Physical Layer Security for Wireless Machine-Type Communications. This project aims to provide new understanding and design guidelines to secure wireless communications among low-cost resource-constrained devices. This is achieved by advancing the fundamental theory of an emerging security paradigm named physical layer security. Expected outcomes of this project include a communication-theoretic framework to characterise the secrecy performance of communications over wireless networks, followed by novel signal processing and transmission designs. The research outcomes should provide innovative solutions to safeguard commercial and industry Internet of Things networks, benefiting Australia's digital transformation.Read moreRead less
Automatic Training Data Search and Model Evaluation by Measuring Domain Gap. We aim to investigate computer vision training data and test data, using automatically generated data sets for facial expression recognition and object re-identification. This project expects to quantify and understand the domain gap, the distribution difference between training and test data sets. Expected outcomes of this project are insights on measuring the domain gap, the ability to estimate model performance witho ....Automatic Training Data Search and Model Evaluation by Measuring Domain Gap. We aim to investigate computer vision training data and test data, using automatically generated data sets for facial expression recognition and object re-identification. This project expects to quantify and understand the domain gap, the distribution difference between training and test data sets. Expected outcomes of this project are insights on measuring the domain gap, the ability to estimate model performance without accessing expensive test labels and improvements to system generalisation. This should provide significant benefits for computer vision applications that currently require expensive labelling, and commercial and economic benefits across sectors such as transportation, security and manufacturing.Read moreRead less
Reliable and Seamless Service Provisioning in Mobile Edge Computing . This project aims to develop enabling technologies to provide reliable and seamless services in mobile edge computing environments. This project will develop advanced algorithms with performance guarantees and efficient mechanisms for such service provisioning. The project expects to lay theoretical foundations and generate new knowledge for the provisioning of reliability-aware and mobility-aware services in mobile edge compu ....Reliable and Seamless Service Provisioning in Mobile Edge Computing . This project aims to develop enabling technologies to provide reliable and seamless services in mobile edge computing environments. This project will develop advanced algorithms with performance guarantees and efficient mechanisms for such service provisioning. The project expects to lay theoretical foundations and generate new knowledge for the provisioning of reliability-aware and mobility-aware services in mobile edge computing. The expected outcome of the project is a set of solutions to the myriad of services relying on mobile edge computing including e-Health, autonomous vehicles, and Internet of Things. This project will develop key fundamental technologies to improve Australia’s standing in the international research community.
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MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) ne ....MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) new methods for susceptibility diagnosis, 3) new defences that leverage privacy and utility. Data-oriented services are estimated to be valuable assets in the future. These techniques can help Australia gain cutting edge advantage in machine learning security and privacy and protect its intellectual property on these services.Read moreRead less
FRDC Fish Tank: Building The Research Communities Capability And Capacity (Seafood Directions 2024/2026)
Funder
Fisheries Research and Development Corporation
Funding Amount
$65,879.01
Summary
The FRDC Communications team has identified a need to engage with our research partners in more frequent and positive ways. Through discussions between FRDC's research and investment team and FRDC's stakeholder engagement team, it was decided that Seafood Directions 2024 and 2026 provided an excellent opportunity as an event platform to engage with our research partners to build capability and capacity.
EVENT The FRDC FishTank campaign has been created to help researchers undert ....The FRDC Communications team has identified a need to engage with our research partners in more frequent and positive ways. Through discussions between FRDC's research and investment team and FRDC's stakeholder engagement team, it was decided that Seafood Directions 2024 and 2026 provided an excellent opportunity as an event platform to engage with our research partners to build capability and capacity.
EVENT The FRDC FishTank campaign has been created to help researchers undertaking FRDC projects communicate their research outputs in creative and engaging ways. The FishTank campaign will encourage our research partners to think more deeply about the way they communicate their research and provide training for them to develop engaging and creative research presentations that will be delivered at Seafood Directions 2024. The costs of the FishTank campaign will be covered by FRDC and include professional presentation training by Scientell to advance the finalists’ research communications skills in unique and innovative ways. The aim of this project is to help researchers develop innovative presentations that will boost audience engagement and help extend the research to other relevant audiences, after Seafood Directions. In discussion and agreement with the FRDC Research Portfolio Managers, FRDC FishTank finalists may be able to use their Seafood Directions FishTank presentation to replace a milestone report from their FRDC Project.
The FishTank campaign will help build communication capability and capacity to enable change in the way research is presented and perceived. Participants supported by a 2024 Seafood Directions bursary or similar (including NSILP, ARLP, or Nuffield) will not be eligible to receive travel assistance via this project. Recipients of a 2024 FishTank bursary will not be eligible for 2026 FishTank bursaries.
PROCESS Prior to the FishTank campaign being announced, an EDM (see EDM and other communication outputs in attached Strategic Plan Seafood Directions 2024 FRDC FishTank), will be sent to all FRDC current Principal Investigators, inviting them to submit a pitch video to FRDC for a chance to be part of this project. The EDM will outline the pitch video requirements, i.e. Researchers to provide a 3 to 5-minute ‘mock-up’ presentation pitch, which showcases at least three different innovative and creative communication executions (e.g. pictures, video, animations, props).
The group of individuals who can assess all applications throughout the entire process includes: - Crispian Ashby (GM Research and Investment) - Chris Izzo (Senior Research Portfolio Manager) - Deepika Satchithananthan (Research Portfolio Manager) - Ben Jones (Research Portfolio Manager) - Kylie Dunstan (GM Stakeholder Engagement) - Sally Roberts (C&C Portfolio Manager) - Sue Rana (Corporate Affairs Manager)
PI’s will have four weeks from the first EDM being sent out to submit their applications. The selection panel will have two weeks to assess all applications. All applicants will be notified if they were successful or not. FRDC’s Managing Director, Patrick Hone, may also record a video snippet, that could be attached and promoted to PIs through the EDM. This could be part of two follow-up EDM’s sent prior to the public FishTank campaign announcement.
PROCESS FOR FRDC FISHTANK FINALISTS After assessing and determining the six successful pitches, applicants will be notified followed by a an EDM outlining: - Allocated budget $4,000 pp (up to $2,000 AUD for travel/accommodation & $2,000 AUD for materials) - Training information (who the provider is, the dates & the format [online or in-person] - PI’s will be given 4 weeks to do this training. - The email will also provide instructions on how to finalise their successful bursary application in fishnet. Each researcher will enter into an individual bursary agreement, so that FRDC can pay their bursary.
The bursary agreement will also stipulate that successful researchers will engage with bursary finalists for 12 months after Seafood Directions to provide guidance on future similar initiatives.
TRAINING INFORMATION Principal Investigators will be asked to work with Scientell to complete a science presentation training program. This offer can be extended to a member of the PI’s project team. However, if they extend this offer to a project team member only this person can present as a finalist at FRDC FishTank. A PI and a research team member cannot BOTH complete the training, it can only be undertaken by one person within a project team.
BUDGET SUMMARY Accommodation and travel up to $2,000 x 6 = $12,000 Material Cost up to $2,000 x 6 = $12,000 Training budget = $6,000 Contingency (~8-10%) = $2,500 Budget = $32,500 per event (SD 2024 and SD 2026 - 2 total)
NOTE: see a more in-depth plan and link to all communication outputs in an attached document to this application, called Strategic Plan Seafood Directions 2024 FRDC FishTank Objectives: 1. Build presentation capability and creative outlets of and for the FRDC's research community 2. increase engagement with our research partners to help bring our investment portfolio to life 3. increase stakeholder awareness of FRDC’s research portfolio and outcomes through innovative and creative ways Read moreRead less
Two-way Auslan: Automatic Machine Translation of Australian Sign Language. This project aims to develop an automatic two-way machine-translation system between Auslan (Australian Sign Language) and English by researching and leveraging advanced computer vision and machine learning technology. The project expects to advance research in AI technology on topics including visual recognition, language processing and deep learning. This will boost Australia's national research capacity and global com ....Two-way Auslan: Automatic Machine Translation of Australian Sign Language. This project aims to develop an automatic two-way machine-translation system between Auslan (Australian Sign Language) and English by researching and leveraging advanced computer vision and machine learning technology. The project expects to advance research in AI technology on topics including visual recognition, language processing and deep learning. This will boost Australia's national research capacity and global competitiveness. Expected outcomes of this project will help to break the communication barriers between the Deaf and hearing population. This should provide significant benefits to Deaf communities through enhanced communication and improved quality-of-life, leading to a fair, more inclusive and resilient Australian society.Read moreRead less
Towards in-vehicle situation awareness using visual and audio sensors. This project aims to characterise driver awareness, activity and interactions with other vehicle occupants using visual and audio cues from internally mounted sensors. Road accidents cost Australia an estimated $30 billion per year and tragic loss of thousands of lives, yet the vast majority of severe vehicle crashes are linked to driver fatigue or distraction. The expected project outcomes include advanced artificial intelli ....Towards in-vehicle situation awareness using visual and audio sensors. This project aims to characterise driver awareness, activity and interactions with other vehicle occupants using visual and audio cues from internally mounted sensors. Road accidents cost Australia an estimated $30 billion per year and tragic loss of thousands of lives, yet the vast majority of severe vehicle crashes are linked to driver fatigue or distraction. The expected project outcomes include advanced artificial intelligence to infer and predict dangerous driver and passenger behaviour. This has the potential to significantly benefit society by advancing autonomous driving capabilities and reducing driver-induced accidents and fatalities, ensuring that every driver, passenger and pedestrian arrives home safely at the end of each day.Read moreRead less
Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while pres ....Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while preserving the data privacy. These tools should provide significant benefits to the privacy of cloud users, as well as financial and reputation benefits to the IT industry, by significantly reducing the likelihood of massive user data privacy breaches in the event of a cyber-hacking attack on the cloud server.Read moreRead less
WRL Communication, Education And Engagement Program
Funder
Fisheries Research and Development Corporation
Funding Amount
$750,000.00
Summary
The Western Rock Lobster Council’s (WRLC) Strategic Plan defines the organisation’s purpose as providing the community with the economic and social benefits of a sustainable western rock lobster industry supplying its iconic product to local and overseas markets.
It outlines a vision for industry to have the full confidence of government, the community, and members as a well-resourced, self-funded peak body engaged in advocacy and co-management for improved resource security.
O ....The Western Rock Lobster Council’s (WRLC) Strategic Plan defines the organisation’s purpose as providing the community with the economic and social benefits of a sustainable western rock lobster industry supplying its iconic product to local and overseas markets.
It outlines a vision for industry to have the full confidence of government, the community, and members as a well-resourced, self-funded peak body engaged in advocacy and co-management for improved resource security.
One of the key actions outlined in the Strategic Plan under the fourth key objective ‘Ensure the social licence to operate is supported by government, community and industry’ is to develop and implement a revised communications strategy for members, stakeholders, and the community.
While the indications for achieving social licence for the western rock lobster industry are currently positive, consolidating and increasing that support depends on the evolving social and political landscape. Building on the on innovation and lessons learnt during the execution of the previous Communication Program 2020-058, and through the development and application of more mature initiatives drawn out from its updated Communication and Engagement Strategy, the industry will strengthen its connection to the community, continue to increase support from key stakeholders and the general public, and consolidate its Social Licence to operate. This Program application delivers on that commitment. Objectives: 1. Strengthen industry members' engagement: Increase the full participation by internal stakeholders in Council activities, to best enable the Council to represent the industry to government and other stakeholders. This includes industry engagement and communication of WRL IPA activities and R&D outputs. 2. Broaden and deepen relationships with external stakeholders from government and other industries to make the Council and the industry more resilient. 3. Build awareness of the significant contribution the industry continues to make to coastal communities, and the state. 4. Increase community awareness of the availability and accessibility of western rock lobster. 5. Ensure the industry is getting maximum social license benefits from its Marine Stewardship Council certification as a sustainable fishery. Read moreRead less