Object Representations as Fixed Points: Training Iterative Refinement
Algorithms with Implicit Differentiation

v1v2v3 (latest)

Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation

2 July 2022

Thomas Griffiths

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Papers citing "Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation"

15 / 15 papers shown

Title
MetaSlot: Break Through the Fixed Number of Slots in Object-Centric Learning Hongjia Liu Rongzhen Zhao Haohan Chen Joni Pajarinen OCL VLM 127 0 0 27 May 2025
Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning Can Küçüksözen Yücel Yemez OCL 171 0 0 04 May 2025
Artificial Kuramoto Oscillatory Neurons Takeru Miyato Sindy Löwe Andreas Geiger Max Welling AI4CE 206 10 0 17 Oct 2024
LPGD: A General Framework for Backpropagation through Embedded Optimization Layers Anselm Paulus Georg Martius Vít Musil AI4CE 115 1 0 08 Jul 2024
Learning Object-Centric Representation via Reverse Hierarchy Guidance Junhong Zou Xiangyu Zhu Zhaoxiang Zhang Zhen Lei BDL ObjD OCL 76 0 0 17 May 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 149 1 0 02 Feb 2024
Explicitly Disentangled Representations in Object-Centric Learning Riccardo Majellaro Jonathan Collu Aske Plaat Thomas M. Moerland CoGe OOD OCL 168 1 0 18 Jan 2024
Object-centric architectures enable efficient causal representation learning Amin Mansouri Jason S. Hartford Yan Zhang Yoshua Bengio CML OCL OOD 102 18 0 29 Oct 2023
Object-Centric Learning for Real-World Videos by Predicting Temporal Feature Similarities Andrii Zadaianchuk Maximilian Seitzer Georg Martius OCL 133 43 0 07 Jun 2023
Im-Promptu: In-Context Composition from Image Prompts Bhishma Dedhia Michael Chang Jake C. Snell Thomas Griffiths N. Jha LRM MLLM 103 2 0 26 May 2023
Object-Centric Slot Diffusion Jindong Jiang Fei Deng Gautam Singh S. Ahn DiffM BDL OCL 135 61 0 20 Mar 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning Yuejiang Liu Alexandre Alahi Chris Russell Max Horn Dominik Zietlow Bernhard Schölkopf Francesco Locatello CML 118 23 0 12 Jan 2023
Improving Cross-Modal Retrieval with Set of Diverse Embeddings Dongwon Kim Nam-Won Kim Suha Kwak 132 41 0 30 Nov 2022
Neural Systematic Binder Gautam Singh Yeongbin Kim Sungjin Ahn OCL 114 37 0 02 Nov 2022
Robust and Controllable Object-Centric Learning through Energy-based Models Ruixiang Zhang Tong Che Boris Ivanovic Renhao Wang Marco Pavone Yoshua Bengio Liam Paull OCL 97 8 0 11 Oct 2022