Paweł Knap (Preferred)
Paweł Knap
Researcher, Softserve
PhD student, AGH University of Science and Technology
Joined
January 2026
Names
Emails
****@agh.edu.pl (Confirmed)
****@softserveinc.com (Confirmed)
Personal Links
Career & Education History
Researcher
Softserve (softserveinc.com)
2025 – Present
PhD student
AGH University of Science and Technology (agh.edu.pl)
2022 – 2026
MS student
Faculty of Mechanical Engineering and Robotics , AGH University of Science and Technology (agh.edu.pl)
2021 – 2022
Undergrad student
Faculty of Mechanical Engineering and Robotics , AGH University of Science and Technology (agh.edu.pl)
2017 – 2021
Advisors, Relations & Conflicts
PhD Advisor
Ireneusz Dominik
2022 – Present
Coauthor
Urszula Jachymczyk
2021 – Present
Coauthor
Szymon Podlasek
2021 – Present
PhD Advisor
Krzysztof Lalik
2019 – Present
Expertise
ong-context reasoning
, needle-in-a-haystack
, retrieval robustness
, context length generalization
, evaluation benchmarks
2025 – Present
context chunking
, prompt layout design
, message-level context
, context budgeting
, attention allocation
2025 – Present
cross-domain generalization
, transfer learning
, domain adaptation
, distribution shift
, robustness
, out-of-distribution generalization
2022 – Present
condition monitoring
, fault diagnosis
, vibration analysis
, rotating machinery
, bearing faults
, prognostics
, health indicators
2019 – Present
time-series analysis
, signal processing
, deep learning
, convolutional neural networks
, representation learning
, feature extraction
2019 – Present
predictive maintenance
, industrial AI
, Industry 4.0
, data-driven maintenance
, smart manufacturing
, cyber-physical systems
2019 – Present
fault diagnosis datasets
, benchmarking
, experimental protocols
, reproducible research
, evaluation methodology
2019 – Present