CRNCH PhD Fellowships - Deadline July 16, 2021

CRNCH Fellowships invites PhD students in their first-second year to promote research related to novel computing paradigms and hierarchies. For decades, stored program architectures (predominantly Von Neumann model of computing)  have been the foundation of computing systems, but as the demands for performance (speed, real time responsiveness, code size, and energy consumption), reliability, trust, security and privacy grow, going beyond such traditional models is imperative. This necessitates rethinking the complete hardware and software stack.  CRNCH aims to promote this goal through the involvement of outstanding Georgia Tech PhD students engaged in CRNCH-related research.

Visit our website at  Send any questions to the fellowship administrators at


  • Submit your application click here click here.
  • Advisors, please submit letter of support.
  • Fall 2021 Deadlines: July 16, 2021 @ 11:59 pm, ET
  • Final award decisions will be made by August 6, 2021


This fellowship will support new, innovative research proposals. In other words, your proposal should not consist solely of extensions to previously completed research or be a summary of previously submitted work with minor extensions.

Successful proposals will include:

  • A statement of new work to be done during the Fall semester with a focus on innovative approaches to a problem,
  • A detailed research plan with timelines and milestones for experiments, and a section detailing empirical measurements and metrics to assess whether the proposed techniques are successful.
  • Incomplete proposals will not be considered.  Duplicate proposals will not be considered.


  • The award will be for one semester duration. The award amount will support half of a standard 50% GRA appointment (the other half must be supported by the advisor). We anticipate awarding two fellowships in Fall 2021, and additional awards in later semesters.
  • Students must be at least in their second year and have an official PhD advisor. It is recommended that the student has performed research for two or more years with their PhD advisor and be in good standing, as of Spring 2021.
  • The student should not undertake a TA assignment in the same semester as they receive the CRNCH fellowship.
  • The student should not have received a CRNCH Fellowship previously.
  • Areas of interest include but are not limited to: Hardware and software aspects of future computing directions, including heterogeneous (e.g., GPU, FPGA, or TPU), analog computing, approximate and probabilistic computing, neuromorphic computing, computing based on novel device physics and materials (e.g., spin-based electronics, nonlinear dynamics and chaos); energy-efficient computing including reversible and adiabatic computing; quantum computing; optical computing; biological and biochemical computing; non-von Neumann computer architectures, such as in-memory processing, memory-based computing, cellular automata, or cellular neural networks. Hardware explorations could include novel architectures while software explorations can be focused on software stacks, simulations, and tooling needed to implement future systems.


A complete application must include the following:

  • A two (min) to four (max) page research project description with an abstract.  A standard-two column format like the IEEE two column format is recommended.  There is no page limit for the bibliography.
  • A brief CV (max 2 pages)
  • Unofficial transcript from Georgia Tech
  • Attach all documents in PDF format in Fellowship application, to submit application click, here.
  • Advisor letter of support that advocates novelty of research, its impact, and student’s strengths (maximum one page). Upload letter of support by clicking here..


  • Present a research poster at the CRNCH Summit (date will be announced later) to obtain feedback from internal and external attendees.
  • Submit a final report in the form of a draft of a publication quality paper by July 16, 2021 @11:59pm for FALL 2021 submissions.
    • 6-8 pages in two-column format, including references for feedback on the research and connections with related work at Georgia Tech.
  • Give a talk in the CompArch seminar series in the next semester after your award to help prepare for submission to a top-tier publication venue.


  • All the submissions will be reviewed based on novelty and potential impact by a CRNCH review committee chaired by Rich Vuduc, Jeff Young and Jennifer Hasler (ECE)
  • Review feedback will be given to all applicants (awardees as well as non-awardees).  Feedback to non-awardees will include tips for improving the submission for a future semester.


For a list of past recipients, please visit the CRNCH



CRNCH Center/Rogues Gallery

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Email: * General Email: