publications
2025
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Epistemically-guided forward-backward explorationIn Reinforcement Learning Conference, 2025 -
CAIMAN: Causal Action Influence Detection for Sample-efficient Loco-manipulation2025
2024
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Causal Action Influence Aware Counterfactual Data AugmentationIn Forty-first International Conference on Machine Learning, 2024
2023
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Efficient Learning of High Level Plans from PlayIn International Conference on Robotics and Automation, 2023
2021
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Risk-Averse Offline Reinforcement LearningIn International Conference on Learning Representations, 2021
2020
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Error estimation and correction in a spiking neural network for map formation in neuromorphic hardwareIn 2020 IEEE International Conference on Robotics and Automation (ICRA), 2020
2019
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Decoding movements from cortical ensemble activity using a long short-term memory recurrent networkNeural computation, 2019 -
Analysis of neuronal ensemble activity reveals the pitfalls and shortcomings of rotation dynamicsScientific reports, 2019