Interaktives Maschinelles Lernen

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1. Ilira Troshani; Thiago Gouvea; Daniel Sonntag

   Leveraging Weakly Supervised and Multiple Instance Learning for Multi-label Classification of Passive Acoustic Monitoring Data

   In: KI 2024: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2024), 47th German Conference on AI, Würzburg, Germany, September 25–27, 2023, located at 47th German Conference on AI, September 25-27, Würzburg, Germany, LNAI, Springer, 2024.

2. Hannes Kath; Patricia P. Serafini; Ivan B. Campos; Thiago Gouvea; Daniel Sonntag

   Leveraging transfer learning and active learning for data annotation in passive acoustic monitoring of wildlife

   In: Ecological Informatics, Vol. 82, Pages 1-9, Elsevier, 2024.

3. Hannes Kath; Thiago Gouvea; Daniel Sonntag

   Active and Transfer Learning for Efficient Identification of Species in Multi-Label Bioacoustic Datasets

   In: Proceedings of the 2024 International Conference on Information Technology for Social Good. ACM International Conference on Information Technology for Social Good (GoodIT-2024), September 4-6, Bremen, Germany, Pages 22-25, ISBN 9798400710940, ACM, 2024.

4. Daniel Sonntag; Thiago Gouvea; Michael Barz; Aliki Anagnostopoulou; Siting Liang; Sara-Jane Bittner; Franziska Scheurer

   The Interactive Deep Learning Enterprise (No-IDLE) meets ChatGPT

   German Research Center for AI, DFKI Technical Report, 2024.

5. Omair Shahzad Bhatti; Harshinee Sriram; Abdulrahman Mohamed Selim; Cristina Conati; Michael Barz; Daniel Sonntag

   Detecting when Users Disagree with Generated Captions

   In: Companion Proceedings of the 26th International Conference on Multimodal Interaction. ACM International Conference on Multimodal Interaction (ICMI-2024), November 4, San José, Costa Rica, Pages 195-203, ICMI Companion '24, ISBN 9798400704635, Association for Computing Machinery, New York, NY, USA, 2024.

6. Michael Barz; Roman Bednarik; Andreas Bulling; Cristina Conati; Daniel Sonntag

   HumanEYEze 2024: Workshop on Eye Tracking for Multimodal Human-Centric Computing

   In: Proceedings of the 26th International Conference on Multimodal Interaction. ACM International Conference on Multimodal Interaction (ICMI-2024), November 4-8, San José, Costa Rica, ICMI '24, ISBN 9798400704628, Association for Computing Machinery, New York, NY, USA, 2024.

7. Hannes Kath; Ilira Troshani; Bengt Lüers; Thiago Gouvea; Daniel Sonntag

   Enhancing Biodiversity Monitoring: An Interactive Tool for Efficient Identification of Species in Large Bioacoustics Datasets

   In: ICMI Companion '24: Companion Proceedings of the 26th International Conference on Multimodal Interaction. ACM International Conference on Multimodal Interaction (ICMI-2024), 26th International Conference on Multimodal Interaction, November 4-8, Costa Rica, Pages 91-93, ICMI, Association for Computing Machinery, 2024.

8. Ho Minh Duy Nguyen; Hasan Md Tusfiqur Alam; Tai Nguyen; Devansh Srivastav; Hans-Jürgen Profitlich; Ngan Le; Daniel Sonntag

   Deep Learning for Ophthalmology - The State-of-the-Art and Future Trends

   DFKI, DFKI Research Reports (RR), Vol. 01, 2024.

9. Ho Minh Duy Nguyen; Nina Lukashina; Tai Nguyen; An T. Le; TrungTin Nguyen; Nhat Ho; Jan Peters; Daniel Sonntag; Viktor Zaverkin; Mathias Niepert

   Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks

   In: Proceedings of the 41st International Conference on Machine Learning. International Conference on Machine Learning (ICML), July 21-27, Austria, JMLR.org, 2024.

10. Hoai-Chau Tran; Ho Minh Duy Nguyen; Duy M. Nguyen; TrungTin Nguyen; Ngan Le; Pengtao Xie; Daniel Sonntag; James Zou; Binh T. Nguyen; Mathias Niepert

    Accelerating Transformers with Spectrum-Preserving Token Merging

    In: The Thirty-Eighth Annual Conference on Neural Information Processing Systems. Neural Information Processing Systems (NeurIPS-2024), December 10-15, Canada, JMLR.org, 2024.

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