PhD Generic AI Regression Models for Early Phase Crash Design (f/m/x) in Germany, Düsseldorf

... open hypothesis that a specialised G1-DSL is generated together with every G1. - Local transition models and pipeline surrogates — fast approximate predictors for single pipeline steps (spec change → code quality, architecture → product fit, app → runtime outcome), with calibrated uncertainty, validated against real telemetry. ...

... developing the next generation of autonomous systems. We are looking for a passionate and creative PhD candidate to join our team and help shape the future of AI-driven mobility. - You will develop a generic predictive occupancy model as the core representation of the driving scene, designing architectures that capture ...

... Strong fundamentals in Python and PyTorch - Hands-on experience with transformers, diffusion models, state space models etc. - Experience fine-tuning large models and building training/evaluation pipelines - Deep understanding of transformers, attention mechanisms, & optimization techniques - Comfort reading and implementing ...

... graphs from code. - Help build and clean (specification → architecture) datasets, including synthetic project generation. - Implement and evaluate baseline models (heuristic search, graph ML, or LLM generation) for single pipeline steps. - Benchmark models against shared datasets and metrics to compare approaches. - Build ...

... Build grading criteria that define correct answers for scientific tasks. - Calibrate tasks against frontier models, ensuring tasks ship only when strong models fail more often than succeed. - Work independently and asynchronously to meet deadlines while improving AI model performance . Qualifications Must-Have - PhD in mathematics ...

... and analysis of structures under extreme loads. The chair has outstanding expertise in these research areas and operates specialised testing facilities. The Chair of Structural Analysis and Dynamics is looking for a Doctoral Candidate (DC4) for the Horizon Europe Marie Skłodowska-Curie PhD network "NATECH Risk management ...

... campus (public transport) and best networking opportunities, subsidy for the Deutschlandticket if certain conditions are met (job ticket), charging facilities for electric vehicles - individual opportunities for further training - an excellent technical infrastructure and modern workplace equipment - PhD Buddy Program - ...

... development of domain specific AI and shape the next generation of Large Industry Models (LIMs) for the BMW Group. LIMs bridge the gap between generic foundation models and the complex requirements of industrial environments. By building and scaling LIMs, you enable a new class of AI solutions across the entire value chain, ...

... model robustness to adversarial inputs and conversations. - Compress models to meet size and latency constraints without losing accuracy. - Diagnose and resolve training issues effectively. Qualifications Must-Have - 3+ years of machine learning research experience ( PhD research counts). - Strong experience with PyTorch , ...

... Einsatzmöglichkeiten von KI und Simulationsplattformen in der industriellen Planung. Mögliche Schwerpunkte sind: - Analyse aktueller Entwicklungen rund um: World Models Physical AI industrielle Simulationsplattformen - Untersuchung zukünftiger Einsatzmöglichkeiten von AI-native Digital Twins in Fabrikplanung, Produktion und ...