The paper titled "Enhancing Active Learning with Weak Supervision and Transfer Learning by Leveraging Information and Knowledge Sources" Lukas Rauch, Denis Huseljic and Bernhard Sick present a novel approach that enhances AL with weak supervision (WS) and transfer learning (TL) to reduce the annotation cost by leveraging these sources.