cwru-xlab/sharetrace-papers

ShareTrace publications

sharetrace-papers

1. Untitled Master's Thesis (WIP) of @rtatton
   • Builds upon [2]:
     • Contextualizes ShareTrace as a mobile-crowdsensing application
     • Reformulates the ShareTrace algorithm in an online setting within the formal actor model
     • Proposes an application of local differential privacy to allow centralized population-level risk aggregation
     • Evaluates message reachability accuracy, efficiency, and scalability (similar to [2])
     • Evaluates the relationship between message passing, temporal concurrency, and user/contact data distributions
   • Code implementation
2. ShareTrace: Contact Tracing with the Actor Model (arXiv,IEEE)
   • Newer version of [3]
   • IEEE HealthCom 2022 Conference slides and presentation
   • AI-HAPP Pandemic Preparedness 2023 Workshop slides
3. ShareTrace: Contact Tracing with Asynchronous, Parallel Message Passing on a Temporal Graph
   • Non-iterative, asynchronous formulation of [4] using subnetwork actors (based on the distributed extension)
   • Proposes message reachability to quantify message-passing complexity on a temporal network
   • Evaluates message reachability accuracy, efficiency, and scalability
   • CHIL 2022 Conference Poster
   • Code implementation
4. ShareTrace: An Iterative Message Passing Algorithm for Efficient and Effective Disease Risk Assessment on an Interaction Graph
   • Original design of the ShareTrace algorithm
   • Evaluates efficacy
   • Proposes a distributed extension
5. ShareTrace: A Smart Privacy-Preserving Contact Tracing Solution by Architectural Design During an Epidemic
   • Original whitepaper