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Research Opportunities

Computing, Electronics and Digital Systems

Work description

• Review the current state of the onnx-flow tool, the ONNX format, and mapping tools for CGRA.
• Implement new transformations that expose explicit scalar computation and reduce the complexity of composite nodes (e.g., MatMul, Conv, ReduceSum), with a focus on merging, removing redundant loops and coalescing dimensions.
• Create realistic examples of transformed ONNX models, and validate the mappability of the generated graphs with existing mapping tools.
• Collaboration in the writing of a scientific article to disseminate the results.

Academic Qualifications

• Degree or enrollment in a master's degree in electrical engineering, computer science, or a related field.

Minimum profile required

• Programming experience (ideally JS/TS).
• Fluency in English (written and spoken).

Preference factors

• Experience with structuring or manipulating graphs (e.g., ASTs, DFGs).
• Interest in compilers and/or familiarity with the ONNX format.
• Fluent in Portuguese and English (written and spoken).

Maintenance stipend: € 1040.98, according to the table of monthly maintenance stipend for FCT grants , paid via bank transfer. Grant holders may be awarded potential supplements, according to a quarterly evaluation process (Articles 19, 21 and 22 of the Regulations for Grants of INESC TEC and Annex II), up to a maximum limit of 50% of the monthly maintenance stipend.

INESC TEC supports costs with registration, enrolment or tuition fees, during the grant duration, under the terms established in the internal document: "Payment of Tuition fees to grant holders".

The grant holder will benefit from health insurance, supported by INESC TEC.

Application Period

Since 24 Jul 2025 to 06 Aug 2025

Centre

Human-Centered Computing and Information Science

Scientific Advisor

João Bispo

What we offer

• Multicultural and collaborative environment
• A multicultural, international and collaborative environment that makes it easier to exchange ideas, work in networks and create synergies.
• International projects
• The possibility of working in international projects with some of the most important companies in the field.
• Mentoring
• Mentoring with the best researchers in the fields of electrical and industrial engineering, bioengineering, information technology and physics.
• Self Improvement
• The possibility of participating in international conferences, workshops, seminars and vocational training.
• Other Benefits and Perks
• Flexible working time, health insurance, discounts in hotels, transportation, etc.
• Informal Events
• Annual informal events, such as the multicultural party.

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