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Research
  1. Queen Mary University of London
  2. Research
  3. Publications

Publications: DR Paulo Rauber

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Sasso R, Conserva M, Jeurissen D, Rauber P ( 2025 ) . Exploration with Foundation Models: Capabilities, Limitations, and Hybrid Approaches .
Conserva M, Sasso R, Rauber P ( 2025 ) . On the Limits of Tabular Hardness Metrics for Deep RL: A Study with the Pharos Benchmark .
Sasso R, Conserva M, Jeurissen D, Rauber P ( 2025 ) . Foundation Models as World Models: A Foundational Study in Text-Based GridWorlds .
Ramesh A, Rauber P, Schmidhuber J ( 2023 ) . Recurrent Neural-Linear Posterior Sampling for Nonstationary Contextual Bandits .
Sasso R, Conserva M, Rauber P ( 2023 ) . Posterior Sampling for Deep Reinforcement Learning . Proceedings of Machine Learning Research . Conference: International Conference on Machine Learning vol. 202 , 30042 - 30061 .
Conserva M ( 2022 ) . Hardness in Markov Decision Processes: Theory and Practice . Conference: Advances in Neural Information Processing Systems
Ramesh A, Rauber P, Conserva M, Schmidhuber J ( 2022 ) . Recurrent Neural-Linear Posterior Sampling for Nonstationary Contextual Bandits . Neural Computation vol. 34 , ( 11 ) 2232 - 2272 .
Conserva M ( 2022 ) . Hardness in Markov Decision Processes: Theory and Practice . Advances in Neural Information Processing Systems . Conference: Neural Information Processing Systems vol. 35 ,
Rauber P, Ummadisingu A, Mutz F, Schmidhuber J ( 2021 ) . Reinforcement Learning in Sparse-Reward Environments With Hindsight Policy Gradients . Neural Computation vol. 33 , ( 6 ) 1498 - 1553 .
Rauber P, Ummadisingu A, Schmidhuber J ( 2019 ) . Hindsight policy gradients .
Rauber P, Ummadisingu A, Mutz F ( 2019 ) . Hindsight policy gradients . International Conference on Learning Representations . Conference: ICLR 20191 - 1 .
Kruiger JF, Rauber PE, Martins RM, Kerren A, Kobourov S ( 2017 ) . Graph Layouts by t‐SNE . Computer Graphics Forum vol. 36 , ( 3 ) 283 - 294 .
Rauber PE, Falcão AX, Telea AC ( 2017 ) . Projections as visual aids for classification system design . Information Visualization vol. 17 , ( 4 ) 282 - 305 .
Rauber PE, Falcão AX, Telea AC ( 2016 ) . Visualizing Time-Dependent Data Using Dynamic t-SNE . Conference: EuroVis (Short Papers)
Rauber PE, Falcao AX ( 2016 ) . Visualizing the Hidden Activity of Artificial Neural Networks . IEEE Transactions on Visualization and Computer Graphics vol. 23 , ( 1 ) 101 - 110 .
Rauber PE, Falcão AX, Spina TV, de Rezende PJ ( 2013 ) . Interactive Segmentation by Image Foresting Transform on Superpixel Graphs . Conference: 2013 XXVI Conference on Graphics, Patterns and Images131 - 138 .
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