| SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Z Lin*, YF Wu*, SV Peri*, W Sun, G Singh, F Deng, J Jiang, ... International Conference on Learning Representations (ICLR'20), 2020 | 263 | 2020 |
| Illiterate DALL-E Learns to Compose G Singh, F Deng, S Ahn International Conference on Learning Representations (ICLR'22), 2022 | 152 | 2022 |
| Design and Implementation of a Noncontact Sleep Monitoring System Using Infrared Cameras and Motion Sensor F Deng, J Dong, X Wang, Y Fang, Y Liu, Z Yu, J Liu, F Chen IEEE Transactions on Instrumentation and Measurement 67 (7), 1555-1563, 2018 | 90 | 2018 |
| Generative Scene Graph Networks F Deng, Z Zhi, D Lee, S Ahn International Conference on Learning Representations (ICLR'21), 2021 | 65 | 2021 |
| Object-Centric Slot Diffusion J Jiang, F Deng, G Singh, S Ahn Advances in Neural Information Processing Systems (NeurIPS'23 Spotlight), 2023 | 63 | 2023 |
| DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations F Deng, I Jang, S Ahn International Conference on Machine Learning (ICML'22), 2022 | 63 | 2022 |
| Hierarchical Bayesian Inference and Learning in Spiking Neural Networks S Guo, Z Yu, F Deng, X Hu, F Chen IEEE Transactions on Cybernetics 49 (1), 133-145, 2017 | 49 | 2017 |
| ROOTS: Object-Centric Representation and Rendering of 3D Scenes C Chen*, F Deng*, S Ahn (* denotes equal contribution) Journal of Machine Learning Research 22 (259), 1-36, 2021 | 47 | 2021 |
| Distinct Anatomical Connectivity Patterns Differentiate Subdivisions of the Nonlemniscal Auditory Thalamus in Mice D Cai, Y Yue, X Su, M Liu, Y Wang, L You, F Xie, F Deng, F Chen, M Luo, ... Cerebral Cortex 29 (6), 2437-2454, 2019 | 45 | 2019 |
| Facing Off World Model Backbones: RNNs, Transformers, and S4 F Deng, J Park, S Ahn Advances in Neural Information Processing Systems (NeurIPS'23), 2023 | 29 | 2023 |
| Emergent Inference of Hidden Markov Models in Spiking Neural Networks Through Winner-Take-All Z Yu, S Guo, F Deng, Q Yan, K Huang, JK Liu, F Chen IEEE Transactions on Cybernetics 50 (3), 1347-1354, 2018 | 29 | 2018 |
| Simple Hierarchical Planning with Diffusion C Chen, F Deng, K Kawaguchi, C Gulcehre, S Ahn International Conference on Learning Representations (ICLR'24), 2024 | 25 | 2024 |
| Parrot: Pareto-Optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation SH Lee, Y Li, J Ke, I Yoo, H Zhang, J Yu, Q Wang, F Deng, G Entis, J He, ... European Conference on Computer Vision (ECCV'24 Oral), 2024 | 18 | 2024 |
| PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models F Deng, Q Wang, W Wei, M Grundmann, T Hou IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR'24), 2024 | 14 | 2024 |
| BlazeStyleGAN: A Real-Time On-Device StyleGAN H Jia, Q Wang, O Tov, Y Zhao, F Deng, L Wang, CL Chang, T Hou, ... IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops …, 2023 | 8 | 2023 |
| Unification of MAP Estimation and Marginal Inference in Recurrent Neural Networks Z Yu, F Chen, F Deng IEEE Transactions on Neural Networks and Learning Systems 29 (11), 5761-5766, 2018 | 7 | 2018 |
| Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies L Han, S Han, S Sudalairaj, C Loh, R Dangovski, F Deng, P Agrawal, ... arXiv preprint arXiv:2304.00601, 2023 | 5 | 2023 |
| Slot State Space Models J Jiang, F Deng, G Singh, M Lee, S Ahn Advances in Neural Information Processing Systems (NeurIPS'24), 2024 | 3 | 2024 |
| PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer C Chen, J Baek, F Deng, K Kawaguchi, C Gulcehre, S Ahn International Conference on Machine Learning (ICML'24), 2024 | 2 | 2024 |
| Towards Synergy Between Reinforcement Learning and Generative Models F Deng Rutgers The State University of New Jersey, School of Graduate Studies, 2024 | | 2024 |
Sungjin AhnAssociate Professor, KAISTVerified email at kaist.ac.kr
