Disentanglement via Latent Quantization

28 May 2023

Kyle Hsu

W. Dorrell

James C. R. Whittington

Jiajun Wu

Chelsea Finn

DRL

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Papers citing "Disentanglement via Latent Quantization"

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Title
Discrete Codebook World Models for Continuous Control Aidan Scannell Mohammadreza Nakhaei Kalle Kujanpää Yi Zhao Kevin Sebastian Luck Arno Solin J. Pajarinen OffRL 50 0 0 01 Mar 2025
A Revisit of Total Correlation in Disentangled Variational Auto-Encoder with Partial Disentanglement Chengrui Li Yunmiao Wang Yule Wang Weihan Li Dieter Jaeger Anqi Wu CoGe DRL 63 0 0 04 Feb 2025
Strategies and Challenges of Efficient White-Box Training for Human Activity Recognition Daniel Geissler Bo Zhou P. Lukowicz HAI 59 1 0 11 Dec 2024
Representation Collapsing Problems in Vector Quantization Wenhao Zhao Qiran Zou Rushi Shah Dianbo Liu 72 1 0 25 Nov 2024
Towards Utilising a Range of Neural Activations for Comprehending Representational Associations Laura O'Mahony Nikola S. Nikolov David JP O'Sullivan 28 0 0 15 Nov 2024
Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models Youngjun Jun Jiwoo Park Kyobin Choo Tae Eun Choi Seong Jae Hwang CoGe 41 0 0 31 Oct 2024
Zero-Shot Generalization of Vision-Based RL Without Data Augmentation S. Batra Gaurav Sukhatme OffRL DRL 26 1 0 09 Oct 2024
Transferring disentangled representations: bridging the gap between synthetic and real images Jacopo Dapueto Nicoletta Noceti Francesca Odone OOD 23 0 0 26 Sep 2024
Disentanglement with Factor Quantized Variational Autoencoders Gulcin Baykal M. Kandemir Gözde B. Ünal CoGe DRL 34 0 0 23 Sep 2024
The Interpretability of Codebooks in Model-Based Reinforcement Learning is Limited Kenneth Eaton Jonathan C. Balloch Julia Kim Mark O. Riedl FAtt OffRL 28 0 0 28 Jul 2024
Discrete Dictionary-based Decomposition Layer for Structured Representation Learning Taewon Park Hyun-Chul Kim Minho Lee 36 0 0 11 Jun 2024
Tripod: Three Complementary Inductive Biases for Disentangled Representation Learning Kyle Hsu Jubayer Ibn Hamid Kaylee Burns Chelsea Finn Jiajun Wu CML 21 4 0 16 Apr 2024
AD3: Implicit Action is the Key for World Models to Distinguish the Diverse Visual Distractors Yucen Wang Shenghua Wan Le Gan Shuai Feng De-Chuan Zhan VGen 23 4 0 15 Mar 2024
Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) Usha Bhalla Alexander X. Oesterling Suraj Srinivas Flavio du Pin Calmon Himabindu Lakkaraju 34 35 0 16 Feb 2024
Language-Informed Visual Concept Learning Sharon Lee Yunzhi Zhang Shangzhe Wu Jiajun Wu CoGe 24 9 0 06 Dec 2023
Selective Visual Representations Improve Convergence and Generalization for Embodied AI Ainaz Eftekhar Kuo-Hao Zeng Jiafei Duan Ali Farhadi Aniruddha Kembhavi Ranjay Krishna 27 13 0 07 Nov 2023
Finite Scalar Quantization: VQ-VAE Made Simple Fabian Mentzer David C. Minnen E. Agustsson Michael Tschannen 33 150 0 27 Sep 2023
On the Identifiability of Quantized Factors Vitória Barin Pacela Kartik Ahuja Simon Lacoste-Julien Pascal Vincent OOD CML 21 1 0 28 Jun 2023
Disentanglement with Biological Constraints: A Theory of Functional Cell Types James C. R. Whittington W. Dorrell Surya Ganguli Timothy Edward John Behrens 34 39 0 30 Sep 2022
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 245 484 0 20 Apr 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 120 57 0 12 Dec 2020
Semi-Supervised StyleGAN for Disentanglement Learning Weili Nie Tero Karras Animesh Garg Shoubhik Debhath Anjul Patney Ankit B. Patel Anima Anandkumar DRL 84 72 0 06 Mar 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 173 313 0 07 Feb 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,344 0 12 Dec 2018