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Itti, Generative Auto-Encoder: Controllable Synthesis with Disentangled Exploration, 2020. Itti, Lifelong Learning Without a Task Oracle, In: Proceedings of ICTAI 2020, pp.

Itti, Video2Skill: Adapting Events in Demonstration Videos to Skills in an Environment using Cyclic MDP Homomorphisms, arXiv preprint arXiv:2109.03813, 2021. Itti, Shaped Policy Search for Evolutionary Strategies using Waypoints, In: 021 IEEE International Conference on Robotics and Automation (ICRA 2021), pp. Itti, Beneficial Perturbation Network for designing general adaptive artificial intelligence systems, IEEE Transactions on Neural Networks and Learning Systems, pp. Itti, Graph Autoencoder for Graph Compression and Representation Learning, In: Neural Compression: From Information Theory to Applications-Workshop of ICLR 2021, pp. Itti, Encouraging Disentangled and Convex Representation with Controllable Interpolation Regularization, arXiv preprint arXiv:2112.03163, 2021. Wu, A Peek Into the Reasoning of Neural Networks: Interpreting with Structural Visual Concepts, In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. Scholkopf, Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning, In: Proceedings of the 38th International Conference on Machine Learning, (Meila, Marina, Zhang, Tong Ed.), Vol. Itti, Multi-Task Occlusion Learning for Real-Time Visual Object Tracking, In: 2021 IEEE International Conference on Image Processing (ICIP), IEEE, pp.

Itti, Zero-shot Synthesis with Group-Supervised Learning, In: International Conference on Learning Representations (ICLR'21), pp. Munoz, Superior colliculus encodes visual saliency during smooth pursuit eye movements, European Journal of Neuroscience, Vol. Nicolelis, Capturing spike train temporal pattern with wavelet average coefficient for brain machine interface, Scientific reports, Vol. Itti, Rapid adaptation of brain-computer interfaces to new neuronal ensembles or participants via generative modelling, Nature Biomedical Engineering, pp.

Scholkopf, GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL, arXiv preprint arXiv:2110.15489, 2021. Itti, Attentive Feature Reuse for Multi Task Meta learning, In: ICLR 2021 workshop on Embedded Multimodal Learning, 2021. Itti, Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system, arXiv preprint arXiv:1910.04279, 2021. Itti, Beneficial Perturbation Network for Lifelong Learning, IEEE BrainInsight, pp. = PDF Reprint, = BibTeX entry, = Online Abstract Itti (excluding plenary and invited talks) ILab Publications - University of Southern California

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