29 Jan 2024
Job Information
- Organisation/Company
Czech Technical University in Prague- Research Field
Computer science » Computer systems- Researcher Profile
Recognised Researcher (R2)- Country
Czech Republic- Application Deadline
31 Dec 2024 - 23:59 (Europe/Prague)- Type of Contract
Temporary- Job Status
Full-time- Hours Per Week
40- Offer Starting Date
1 Mar 2024- Is the job funded through the EU Research Framework Programme?
H2020- Is the Job related to staff position within a Research Infrastructure?
No
Offer Description
Symbolic regression (SR) is a method that automatically generates models as analytic free-form formulas from data. SR has been successfully used in many nonlinear modeling tasks with quite impressive results. SR has several advantages over other data-driven modeling methods. Contrary to (deep) neural networks, which belong to data-hungry approaches, SR can construct good models even from very small training data sets. It is also suitable for incorporating prior knowledge about the desired properties of the modeled system, thus allowing the construction of both precise and physically plausible models.
Though the SR has been studied for around three decades, there are still many open challenges in the field. One of them is solving the problems that lead to implicit equations, meaning that the target variable is not directly present in the training data as a separate value. A particular case is a problem where the model sought represents possibly multiple partial differential equations (PDEs) governing the unknown dynamics of the observed system. This project aims to contribute to this area. The research should focus on developing new SR methods based on genetic programming, neural networks or transformers. In any case, a mechanism to incorporate prior knowledge should be considered. Further, special attention will be paid to investigating the possibilities of using large language models to assist with defining the underlying physics constraints for the studied system.
We seek a motivated Postdoc candidate with a PhD degree in computer science, engineering, or a related field with a strong interest in robotics, artificial intelligence, or human-robot interaction. We expect the candidates to perform excellent research, become part of the world's research communities in your field, and publish in first-tier scientific conferences and journals. This requires critical thinking, creativity, and excellent communication skills in English. The work requires developing code in a Unix environment with Python and/or C++. Experience with ROS, automated planning, Python AI frameworks, and scientific computing is a plus.
We offer the opportunity to do scientifically challenging research on a fully funded position (1-year contract with the possibility of an extension of up to 4 years), including full social and health insurance. Work with an experienced international team and lab with several HRC workspaces within the CIIRC CTU in Prague. Live in one of the top cities to live in (cf. Time Out Magazine index for 2022). The Dejvice Campus features a range of student amenities, such as the National Library of Technology , and a laid-back atmosphere with cafes and other social hangout places. Other benefits include a competitive salary, 30 days paid leave, and a family-friendly environment (Children’s corner , kindergarten , and elementary school operated by the Czech Technical University in Prague).
Cooperation with partners within the consortium of our existing European project CoreSense (Delft University of Technology, Universidad Politécnica de Madrid, etc.) is planned and encouraged.
Requirements
- Research Field
- Computer science » Computer systems
- Education Level
- PhD or equivalent
Skills/Qualifications
- Motivation to perform excellent research, become part of the world's research communities in your field, and publish in first-tier scientific conferences and journals,
- Ph.D. degree or equivalent (awarded or to be completed soon) in computer science, engineering, cybernetics, or related field,
- (Proven) code development skills and experience in Unix-based systems (preferably Python or C++).
- Co-author of at least 3 papers published in impact factor journals,
- Professional proficiency in spoken/written English (knowledge of the Czech language is not required).
Specific Requirements
- Experience with evolutionary computation techniques and NN frameworks PyTorch/TF/Keras is a plus.
- Languages
- ENGLISH
- Level
- Excellent
Additional Information
Benefits
- An initial appointment for 1 year (with an extension of up to 2 years, based on annual performance evaluation),
- Gross salary of about 2,800 EUR monthly; check the Numbeo database for the cost of living in Prague,
- Full social and health insurance,
- 30 days of paid annual leave
- An informal and inclusive international working environment at the Czech Institute of Informatics, Robotics, and Cybernetics , Czech Technical University (CIIRC CTU) in Prague
- Children’s corner , kindergarten , and elementary school operated by the Czech Technical University in Prague
- Additional benefits such as subsidized meals, yearly benefits supporting recreational and sports activities, as well as health care programs
- Relocation assistance via the EURAXESS Czech Republic office.
Selection process
Interested candidates are invited to submit their applications at:
https://forms.gle/hj7bMTuKM4ghzPC17 ) [using Postdoc Position ID 04-Postdoc-Babuska]
The application package should contain:
- Motivation letter (up to two pages) stating personal goals and research interests,
- Academic curriculum vitae, including descriptions of previous projects you have worked on and/or a list of publications and files of the most important publications, when applicable,
- Contact details for two to three referees who could support your application,
- A transcript of your Master's (required) and Bachelor's (recommended) grades.
- A copy or a link to your M.Sc. thesis,
- Date of your M.Sc. degree award or the expected date of your M.Sc. thesis defense.
We reserve the right to disregard incomplete applications.
The ROBOPROX team embraces diversity and inclusion and offers applicants equal opportunities regardless of their orientation, identity, or background. We particularly welcome female candidates and candidates from underrepresented groups.
Additional comments
- Computer Science: "Autonomic computing" | "Computer architecture" | "Computer hardware" | "Computer systems" | "Cybernetics" | "Database management" | "Digital systems" | "Informatics" | "Modelling tools" | "Programming" | "Systems design" | "3 D modelling" |
- Engineering: "Aerospace engineering" | "Biomaterial engineering" | "Biomedical engineering" | "Chemical engineering" | "Civil engineering" | "Communication engineering" | "Computer engineering" | "Control engineering" | "Design engineering" | "Electrical engineering" | "Electronic engineering" | "Industrial engineering" | "Knowledge engineering" | "Materials engineering" | “Mechanical engineering" | "Microengineering" | "Nuclear engineering" | "Precision engineering" | "Process engineering" | "Project engineering" | "Simulation engineering" | “Sound engineering" | "Surveying" | "Systems engineering" | "Thermal engineering" |
- Technology: "Biotechnology" | "Chemical technology" | "Communication technology" | "Computer technology" | "Construction technology" | "Dating techniques" | "Electrical technology" | "Energy technology" | “Environmental technology" | "Future technology" | "Graphic techniques" | "High vacuum technology" | "Industrial technology" | "Information technology" | "Instrumentation technology" | "Interface technology" | "Internet technology" | "Knowledge technology" | "Laboratory technology" | "Marine technology" | "Materials technology" | "Measurement technology" | "Medical technology" | "Micro-technology" | "Military technology" | "Mining" | "Nanotechnology" | "Nuclear technology" | "Optronics" | "Pharmaceutical technology" | "Production technology" | "Quantum technology" | "Remote sensing" | "Safety technology" | "Sound technology" | "Space technology" | "Standardisation of technologies" | "Telecommunications technology" | "Transport technology" | "Vacuum technology" |
- Mathematics: "Combinatorial analysis" | "Computational mathematics" | "Discrete mathematics" | "Geometry" | "Mathematical analysis" | "Mathematical logic" | "Number theory" | "Probability theory" | "Statistics" |
- Physics: "Acoustics" | "Applied physics" | "Biophysics" | "Chemical physics" | "Classical mechanics" | "Computational physics" | "Condensed matter properties" | "Electromagnetism" | "Electronics" | "Mathematical physics" | "Metrology" | "Neutron physics" | "Optics" | "Quantum mechanics" | "Relativity" | "Solid state physics" | "Statics" | "Statistical physics" | "Surface physics" | "Thermodynamics" |
Work Location(s)
- Number of offers available
- 1
- Company/Institute
- Czech Technical University in Prague
- Country
- Czech Republic
- Geofield
Where to apply
- Website
https://forms.gle/Q7Rxn4R4NZFyWZuY7
Contact
- State/Province
Czech Republic- City
Prague- Website
https://www.ciirc.cvut.cz/roboprox/- Street
Jugoslávských partyzánů 1580/3- Postal Code
16000
[email protected]
STATUS: EXPIRED
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