Research

For professionals: We bridge the gap between science and real-world implementation. Explore how cutting-edge research is leveraged to address practical challenges in various industries and domains.

Illustration in a Van-Gogh-inspired style showing a calm humanoid robot observing a flowing stream of data that transforms into adaptive decision trees. Swirling blue and yellow brushstrokes depict real-time data streams, changing graphs, and evolving tree structures, symbolizing Streaming Gradient Boosting and online learning under concept drift.

BlogResearch

Streaming Gradient Boosting: Pushing Online Learning Beyond its Limits

Dr. Nuwan Gunasekara,

04. February 2026

Streaming Gradient Boosting (SGB) brings gradient boosting to evolving data streams—adapting models to concept drift in real time with strong accuracy and efficiency across classification and regression tasks....

00 Blog Beitragsbild HEROS - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

BlogResearch

Green Online Learning with Heterogeneous Ensembles

Kirsten Köbschall,

29. January 2026

What if greener AI could also be more accurate? Discover how heterogeneous online ensembles like HEROS boost performance, cut resource costs, and adapt instantly to evolving data streams....

00 Blog Beitragsbild Fine Tuning LRL 1 - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

BlogResearch

Why Fine-Tuning ASR Still Fails Low-Resource Languages – and How We Can Fix It

Dr. Rishikesh Pandit,

15. October 2025

Fine-tuning ASR models remains complex for low-resource languages. Using Marathi, we explore the linguistic, technical, and ethical barriers – and how to overcome them for more inclusive speech technology....

AI label for MobileNetV3Small (rated A) shown next to a symbolic image of a green tree growing from a computer chip. The AI label highlights energy efficiency, robustness, and accuracy, promoting sustainable and trustworthy AI. ____ KI-Label für MobileNetV3Small (mit der Bewertung A) neben einem symbolischen Bild eines grünen Baumes, der aus einem Computerchip wächst. Das KI-Label hebt Energieeffizienz, Robustheit und Genauigkeit hervor und fördert damit eine nachhaltige und vertrauenswürdige KI.

BlogResearch

AI Labels – How They Can Provide Guidance and Build Trust

Katharina Poitz, Dr. Raphael Fischer,

23. July 2025

AI labels can bridge communication gaps and promote trust in AI. A user study shows that they are clear, comparable, and accessible to experts and people without a technical background, helping them to make sustainable, informed decisions....

Illustration. Two hands holding a monitor with features about trustworthy and responsible AI displayed.

BlogResearch

The FRIES Trust Score: How AI Trustworthiness Can Be Quantified

11. June 2025

How can the trustworthiness of AI models be measured objectively and systematically? The FRIES Trust Score offers a structured approach to enhance transparency and comparability in models and datasets....

Smart Logistics and Object Tracking: A Futuristic Vision of Transportation and Supply Chain Management

BlogApplication

Computer Vision in Yard Logistics: Robust Object Tracking in Real Time

Christian Pionzewski, Antonia Ponikarov,

22. May 2025

Want smarter logistics? Real-time object tracking with computer vision boosts efficiency, delivers actionable insights, and tackles key challenges. Discover tech and use cases....

Blogbeitrag Bild - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

BlogResearch

Action Space Design – Reinforcement Learning for Robot Motor Skills

09. April 2025

Practitioners typically rely on intuition to choose action spaces for robot learning tasks. This study examines action space selection across various tasks and robots, offering practical guidelines for the robot learning community....

Design sem nome27 - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

BlogResearch

Splitting Stump Forests: A Model to Accurately “Compress”?

Fouad Alkhoury,

19. March 2025

Edge AI enables local AI model deployment for efficient data processing, but optimization is challenging. This post explores Splitting Stump Forests (SSF), a powerful compression technique for efficient Edge AI deployment. ...

An open book with glowing binary code and light streams rising from its pages, symbolizing the fusion of storytelling and digital technology.

BlogResearch

Can Stories Help LLMs Reason? A Deep Dive into the Story of Thought (SoT) Framework

Vahid Sadiri Javadi,

11. December 2024

Can storytelling unlock new reasoning powers in AI? Explore how the innovative Story of Thought (SoT) framework uses narratives to enhance LLMs' ability to solve complex, knowledge-intensive problems with greater coherence and depth....