Publications for Year 2021


= PDF Reprint,     = BibTeX entry,     = Online Abstract


Click to download BibTeX data S. Wen, L. Itti, Beneficial Perturbation Network for Lifelong Learning, IEEE BrainInsight, pp. 1-4, Dec 2021.

Click to download BibTeX data S. Wen, L. 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. [ArXiv Preprint]

Click to download BibTeX data K. Lekkala, L. Itti, Attentive Feature Reuse for Multi Task Meta learning, In: ICLR 2021 workshop on Embedded Multimodal Learning, 2021. (Cited by 1)

Click to download BibTeX data S. A. Sontakke, S. Iota, Z. Hu, A. Mehrjou, L. Itti, B. Scholkopf, GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL, arXiv preprint arXiv:2110.15489, 2021. [ArXiv Preprint]

Click to download BibTeX data S. Wen, A. Yin, T. Furlanello, M. Perich, L. Miller, L. Itti, Rapid adaptation of brain--computer interfaces to new neuronal ensembles or participants via generative modelling, Nature Biomedical Engineering, pp. 1--13, Nature Publishing Group, 2021. [2021 impact factor: 25.671]

Click to download BibTeX data S. Wen, A. Yin, P. H. Tseng, L. Itti, M. A. Lebedev, M. Nicolelis, Capturing spike train temporal pattern with wavelet average coefficient for brain machine interface, Scientific reports, Vol. 11, No. 1, pp. 1--10, Nature Publishing Group, 2021. [2020 impact factor: 4.379]

Click to download BibTeX data B. J. White, L. Itti, D. P. Munoz, Superior colliculus encodes visual saliency during smooth pursuit eye movements, European Journal of Neuroscience, Vol. 54, No. 1, pp. 4258--4268, Wiley Online Library, 2021. [2020 impact factor: 3.386]

Click to download BibTeX data Y. Ge, S. Abu-El-Haija, G. Xin, L. Itti, Zero-shot Synthesis with Group-Supervised Learning, In: International Conference on Learning Representations (ICLR'21), pp. 1-16, 2021. [2021 acceptance rate: 28.7%]

Click to download BibTeX data G. Sahin, L. Itti, Multi-Task Occlusion Learning for Real-Time Visual Object Tracking, In: 2021 IEEE International Conference on Image Processing (ICIP), IEEE, pp. 524--528, 2021. [2020 acceptance rate: 47.9%]

Click to download BibTeX data Clik to view abstract S. A. Sontakke, A. Mehrjou, L. Itti, B. 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. 139, pp. 9848--9858, PMLR, 18--24 Jul 2021. [2021 acceptance rate: 21.5%]

Click to download BibTeX data Y. Ge, Y. Xiao, Z. Xu, M. Zheng, S. Karanam, T. Chen, L. Itti, Z. 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. 2195--2204, 2021. [2021 acceptance rate: 23.7%]

Click to download BibTeX data Y. Ge, Z. Xu, Y. Xiao, G. Xin, Y. Pang, L. Itti, Encouraging Disentangled and Convex Representation with Controllable Interpolation Regularization, arXiv preprint arXiv:2112.03163, 2021. [ArXiv Preprint]

Click to download BibTeX data Y. Ge, Y. Pang, L. Li, L. Itti, Graph Autoencoder for Graph Compression and Representation Learning, In: Neural Compression: From Information Theory to Applications--Workshop of ICLR 2021, pp. 1-9, 2021.

Click to download BibTeX data S. Wen, A. Rios, Y. Ge, L. Itti, Beneficial Perturbation Network for designing general adaptive artificial intelligence systems, IEEE Transactions on Neural Networks and Learning Systems, pp. 1-14, IEEE, 2021. [2020 impact factor: 8.793]

Click to download BibTeX data K. Lekkala, L. Itti, Shaped Policy Search for Evolutionary Strategies using Waypoints, In: 021 IEEE International Conference on Robotics and Automation (ICRA 2021), pp. 9093-9100, May 2021. [2021 acceptance rate: 45%]

Click to download BibTeX data S. A. Sontakke, S. Roychowdhury, M. Sarkar, N. Puri, B. Krishnamurthy, L. Itti, Video2Skill: Adapting Events in Demonstration Videos to Skills in an Environment using Cyclic MDP Homomorphisms, arXiv preprint arXiv:2109.03813, 2021. [ArXiv Preprint]

 

Copyright © 2000-2007 by the University of Southern California, iLab and Prof. Laurent Itti.
This page generated by bibTOhtml on Fri 07 Jan 2022 12:58:29 PM PST