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Master's Thesis: Localisation of Safety Neurones in Text2Image Models(m/w/x)
Researching neuron localization in T2I models, adapting T2T approaches at an application-oriented research institute. Machine Learning knowledge (transformers) and Python (Pytorch) skills required. Independent work schedule management.
Requirements
- Knowledge in Machine Learning (training, inference, transformer architectures)
- Desirable knowledge in ML security
- Good Python skills (Pytorch)
- Scientific interest
- Interest in current research projects
Tasks
- Investigate safety neuron localizations in T2I models.
- Compare T2I neuron localizations with T2T models.
- Adapt T2T safety neuron localization approaches for T2I models.
- Implement adapted localization approaches for T2I models.
- Analyze neuron localization and significance results.
- Highlight architectural similarities and differences.
- Conceptualize model architectural differences for LLM security research.
- Motivate further research on T2I models.
- Conduct a comprehensive comparison of architectures and safety neurons.
- Verify results through targeted neuron deactivation.
- Compare results with randomly deactivated neurons.
- Research and implement novel machine learning approaches to enhance LLM security.
- Critically evaluate obtained results.
- Present research results.
- Prepare a project report as a master's thesis.
Education
- Currently in higher educationOR
- Bachelor's degreeOR
- Master's degree
Languages
- English – Business Fluent
Tools & Technologies
- Python
- Pytorch
- transformer architectures
Benefits
Flexible Working
- Independent work schedule management
Not a perfect match?
- Fraunhofer-GesellschaftFull-timeOn-siteNot specifiedDarmstadt
- Fraunhofer-Gesellschaft
Master's Thesis: Attacking Current Backdoor Detection Methods(m/w/x)
Full-timeOn-siteNot specifiedDarmstadt - Fraunhofer-Gesellschaft
Master's Thesis: Detection and Segmentation of Suggestive Clothing(m/w/x)
Full-timeInternshipOn-siteDarmstadt - Fraunhofer-Gesellschaft
Master's Thesis: Robustness of Authorship Verification against Adversarial Obfuscation(m/w/x)
Full-timeOn-siteNot specifiedDarmstadt - Fraunhofer-Gesellschaft
Masterarbeit: Aktuelle Backdoor Detektionsverfahren angreifen(m/w/x)
Full-timeInternshipOn-siteExperiencedDarmstadt
Master's Thesis: Localisation of Safety Neurones in Text2Image Models(m/w/x)
Researching neuron localization in T2I models, adapting T2T approaches at an application-oriented research institute. Machine Learning knowledge (transformers) and Python (Pytorch) skills required. Independent work schedule management.
Requirements
- Knowledge in Machine Learning (training, inference, transformer architectures)
- Desirable knowledge in ML security
- Good Python skills (Pytorch)
- Scientific interest
- Interest in current research projects
Tasks
- Investigate safety neuron localizations in T2I models.
- Compare T2I neuron localizations with T2T models.
- Adapt T2T safety neuron localization approaches for T2I models.
- Implement adapted localization approaches for T2I models.
- Analyze neuron localization and significance results.
- Highlight architectural similarities and differences.
- Conceptualize model architectural differences for LLM security research.
- Motivate further research on T2I models.
- Conduct a comprehensive comparison of architectures and safety neurons.
- Verify results through targeted neuron deactivation.
- Compare results with randomly deactivated neurons.
- Research and implement novel machine learning approaches to enhance LLM security.
- Critically evaluate obtained results.
- Present research results.
- Prepare a project report as a master's thesis.
Education
- Currently in higher educationOR
- Bachelor's degreeOR
- Master's degree
Languages
- English – Business Fluent
Tools & Technologies
- Python
- Pytorch
- transformer architectures
Benefits
Flexible Working
- Independent work schedule management
About the Company
Fraunhofer-Gesellschaft
Industry
Research
Description
Das Unternehmen ist eine der führenden Organisationen für anwendungsorientierte Forschung mit 76 Instituten in Deutschland.
Not a perfect match?
- Fraunhofer-Gesellschaft
Masterarbeit: Lokalisierung von Sicherheitsneuronen in Text2Image-Modellen(m/w/x)
Full-timeOn-siteNot specifiedDarmstadt - Fraunhofer-Gesellschaft
Master's Thesis: Attacking Current Backdoor Detection Methods(m/w/x)
Full-timeOn-siteNot specifiedDarmstadt - Fraunhofer-Gesellschaft
Master's Thesis: Detection and Segmentation of Suggestive Clothing(m/w/x)
Full-timeInternshipOn-siteDarmstadt - Fraunhofer-Gesellschaft
Master's Thesis: Robustness of Authorship Verification against Adversarial Obfuscation(m/w/x)
Full-timeOn-siteNot specifiedDarmstadt - Fraunhofer-Gesellschaft
Masterarbeit: Aktuelle Backdoor Detektionsverfahren angreifen(m/w/x)
Full-timeInternshipOn-siteExperiencedDarmstadt