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Relational recurrent neural networks

Relational recurrent neural networks

5 June 2018
Adam Santoro
Ryan Faulkner
David Raposo
Jack W. Rae
Mike Chrzanowski
T. Weber
Daan Wierstra
Oriol Vinyals
Razvan Pascanu
Timothy Lillicrap
    GNN
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Papers citing "Relational recurrent neural networks"

50 / 122 papers shown
Title
Discrete Dictionary-based Decomposition Layer for Structured
  Representation Learning
Discrete Dictionary-based Decomposition Layer for Structured Representation Learning
Taewon Park
Hyun-Chul Kim
Minho Lee
41
0
0
11 Jun 2024
Disentangling and Integrating Relational and Sensory Information in
  Transformer Architectures
Disentangling and Integrating Relational and Sensory Information in Transformer Architectures
Awni Altabaa
John Lafferty
37
3
0
26 May 2024
Learning Decomposable and Debiased Representations via Attribute-Centric
  Information Bottlenecks
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks
Jinyung Hong
Eunyeong Jeon
Changhoon Kim
Keun Hee Park
Utkarsh Nath
Yezhou Yang
P. Turaga
Theodore P. Pavlic
CML
36
0
0
21 Mar 2024
Approximation of relation functions and attention mechanisms
Approximation of relation functions and attention mechanisms
Awni Altabaa
John Lafferty
25
6
0
13 Feb 2024
RigLSTM: Recurrent Independent Grid LSTM for Generalizable Sequence
  Learning
RigLSTM: Recurrent Independent Grid LSTM for Generalizable Sequence Learning
Ziyu Wang
Wenhao Jiang
Zixuan Zhang
Wei Tang
Junchi Yan
16
0
0
03 Nov 2023
When can transformers reason with abstract symbols?
When can transformers reason with abstract symbols?
Enric Boix-Adserà
Omid Saremi
Emmanuel Abbe
Samy Bengio
Etai Littwin
Josh Susskind
LRM
NAI
31
12
0
15 Oct 2023
Learning Hierarchical Relational Representations through Relational
  Convolutions
Learning Hierarchical Relational Representations through Relational Convolutions
Awni Altabaa
John Lafferty
27
2
0
05 Oct 2023
A Framework for Inference Inspired by Human Memory Mechanisms
A Framework for Inference Inspired by Human Memory Mechanisms
Xiangyu Zeng
Jie Lin
Piao Hu
Ruizheng Huang
Zhicheng Zhang
18
2
0
01 Oct 2023
A Data Source for Reasoning Embodied Agents
A Data Source for Reasoning Embodied Agents
Jack Lanchantin
Sainbayar Sukhbaatar
Gabriel Synnaeve
Yuxuan Sun
Kavya Srinet
Arthur Szlam
LM&Ro
LRM
25
5
0
14 Sep 2023
Unsupervised Text Embedding Space Generation Using Generative
  Adversarial Networks for Text Synthesis
Unsupervised Text Embedding Space Generation Using Generative Adversarial Networks for Text Synthesis
Jun-Min Lee
Tae-Bin Ha
GAN
17
0
0
19 Jun 2023
Systematic Visual Reasoning through Object-Centric Relational
  Abstraction
Systematic Visual Reasoning through Object-Centric Relational Abstraction
Taylor W. Webb
S. S. Mondal
Jonathan D. Cohen
OCL
30
23
0
04 Jun 2023
A Quantitative Review on Language Model Efficiency Research
A Quantitative Review on Language Model Efficiency Research
Meng-Long Jiang
Hy Dang
Lingbo Tong
25
0
0
28 May 2023
Concept-Centric Transformers: Enhancing Model Interpretability through
  Object-Centric Concept Learning within a Shared Global Workspace
Concept-Centric Transformers: Enhancing Model Interpretability through Object-Centric Concept Learning within a Shared Global Workspace
Jinyung Hong
Keun Hee Park
Theodore P. Pavlic
29
5
0
25 May 2023
Continual Multimodal Knowledge Graph Construction
Continual Multimodal Knowledge Graph Construction
Xiang Chen
Jintian Zhang
Xiaohan Wang
Ningyu Zhang
Tongtong Wu
Luo Si
Yongheng Wang
Huajun Chen
KELM
CLL
27
14
0
15 May 2023
A Memory Model for Question Answering from Streaming Data Supported by
  Rehearsal and Anticipation of Coreference Information
A Memory Model for Question Answering from Streaming Data Supported by Rehearsal and Anticipation of Coreference Information
Vladimir Araujo
Alvaro Soto
Marie-Francine Moens
KELM
20
2
0
12 May 2023
Improved Training of Mixture-of-Experts Language GANs
Improved Training of Mixture-of-Experts Language GANs
Yekun Chai
Qiyue Yin
Junge Zhang
GAN
19
5
0
23 Feb 2023
Reusable Slotwise Mechanisms
Reusable Slotwise Mechanisms
Trang Nguyen
Amin Mansouri
Kanika Madan
Khuong N. Nguyen
Kartik Ahuja
Dianbo Liu
Yoshua Bengio
OCL
28
4
0
21 Feb 2023
Learning Language Representations with Logical Inductive Bias
Learning Language Representations with Logical Inductive Bias
Jianshu Chen
NAI
AI4CE
LRM
29
2
0
19 Feb 2023
Composing Task Knowledge with Modular Successor Feature Approximators
Composing Task Knowledge with Modular Successor Feature Approximators
Wilka Carvalho
Angelos Filos
Richard L. Lewis
Honglak Lee
Satinder Singh
17
7
0
28 Jan 2023
Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting
Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting
Naifeng Zhang
Shan Jia
Siwei Lyu
Xin Li
AAML
32
1
0
27 Oct 2022
Solving Reasoning Tasks with a Slot Transformer
Solving Reasoning Tasks with a Slot Transformer
Ryan Faulkner
Daniel Zoran
LRM
18
1
0
20 Oct 2022
Learning to Reason With Relational Abstractions
Learning to Reason With Relational Abstractions
A. Nam
Mengye Ren
Chelsea Finn
James L. McClelland
ReLM
LRM
37
4
0
06 Oct 2022
Memory-Augmented Graph Neural Networks: A Brain-Inspired Review
Memory-Augmented Graph Neural Networks: A Brain-Inspired Review
Guixiang Ma
Vy A. Vo
Ted Willke
Nesreen Ahmed
27
1
0
22 Sep 2022
Bridging Music and Text with Crowdsourced Music Comments: A
  Sequence-to-Sequence Framework for Thematic Music Comments Generation
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation
Peining Zhang
Junliang Guo
Linli Xu
Mu You
Junming Yin
22
0
0
05 Sep 2022
Learning to Generalize with Object-centric Agents in the Open World
  Survival Game Crafter
Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter
Aleksandar Stanić
Yujin Tang
David R Ha
Jürgen Schmidhuber
ELM
29
12
0
05 Aug 2022
Explain My Surprise: Learning Efficient Long-Term Memory by Predicting
  Uncertain Outcomes
Explain My Surprise: Learning Efficient Long-Term Memory by Predicting Uncertain Outcomes
A. Sorokin
N. Buzun
Leonid Pugachev
Mikhail Burtsev
23
8
0
27 Jul 2022
Learning Sequence Representations by Non-local Recurrent Neural Memory
Learning Sequence Representations by Non-local Recurrent Neural Memory
Wenjie Pei
Xin Feng
Canmiao Fu
Qi Cao
Guangming Lu
Yu-Wing Tai
AI4TS
24
1
0
20 Jul 2022
Semantic Novelty Detection via Relational Reasoning
Semantic Novelty Detection via Relational Reasoning
Francesco Cappio Borlino
S. Bucci
Tatiana Tommasi
17
4
0
18 Jul 2022
On Neural Architecture Inductive Biases for Relational Tasks
On Neural Architecture Inductive Biases for Relational Tasks
Giancarlo Kerg
Sarthak Mittal
David Rolnick
Yoshua Bengio
Blake A. Richards
Guillaume Lajoie
OOD
23
24
0
09 Jun 2022
A Relational Intervention Approach for Unsupervised Dynamics
  Generalization in Model-Based Reinforcement Learning
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning
J. Guo
Mingming Gong
Dacheng Tao
8
20
0
09 Jun 2022
Is a Modular Architecture Enough?
Is a Modular Architecture Enough?
Sarthak Mittal
Yoshua Bengio
Guillaume Lajoie
32
47
0
06 Jun 2022
Cross-modal Memory Networks for Radiology Report Generation
Cross-modal Memory Networks for Radiology Report Generation
Zhihong Chen
Yaling Shen
Yan Song
Xiang Wan
MedIm
28
246
0
28 Apr 2022
Dynamic and Context-Dependent Stock Price Prediction Using Attention
  Modules and News Sentiment
Dynamic and Context-Dependent Stock Price Prediction Using Attention Modules and News Sentiment
Nicole Koenigstein
AIFin
22
1
0
13 Mar 2022
Neural Approximation of Graph Topological Features
Neural Approximation of Graph Topological Features
Zuoyu Yan
Tengfei Ma
Liangcai Gao
Zhi Tang
Yusu Wang
Chao Chen
17
12
0
28 Jan 2022
Data augmentation through multivariate scenario forecasting in Data
  Centers using Generative Adversarial Networks
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks
J. Pérez
Patricia Arroba
Jose M. Moya
27
14
0
12 Jan 2022
Conditional Object-Centric Learning from Video
Conditional Object-Centric Learning from Video
Thomas Kipf
Gamaleldin F. Elsayed
Aravindh Mahendran
Austin Stone
S. Sabour
G. Heigold
Rico Jonschkowski
Alexey Dosovitskiy
Klaus Greff
OCL
41
214
0
24 Nov 2021
How to transfer algorithmic reasoning knowledge to learn new algorithms?
How to transfer algorithmic reasoning knowledge to learn new algorithms?
Louis-Pascal Xhonneux
Andreea Deac
Petar Velickovic
Jian Tang
22
26
0
26 Oct 2021
In a Nutshell, the Human Asked for This: Latent Goals for Following
  Temporal Specifications
In a Nutshell, the Human Asked for This: Latent Goals for Following Temporal Specifications
Borja G. Leon
Murray Shanahan
Francesco Belardinelli
AI4CE
23
15
0
18 Oct 2021
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI
  for Algorithmic Reasoning
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning
Kwwabena Nuamah
11
6
0
16 Sep 2021
Perceiver IO: A General Architecture for Structured Inputs & Outputs
Perceiver IO: A General Architecture for Structured Inputs & Outputs
Andrew Jaegle
Sebastian Borgeaud
Jean-Baptiste Alayrac
Carl Doersch
Catalin Ionescu
...
Olivier J. Hénaff
M. Botvinick
Andrew Zisserman
Oriol Vinyals
João Carreira
MLLM
VLM
GNN
20
565
0
30 Jul 2021
Reasoning-Modulated Representations
Reasoning-Modulated Representations
Petar Velivcković
Matko Bovsnjak
Thomas Kipf
Alexander Lerchner
R. Hadsell
Razvan Pascanu
Charles Blundell
OCL
OOD
SSL
13
15
0
19 Jul 2021
Stabilizing Equilibrium Models by Jacobian Regularization
Stabilizing Equilibrium Models by Jacobian Regularization
Shaojie Bai
V. Koltun
J. Zico Kolter
25
57
0
28 Jun 2021
Learning to Rehearse in Long Sequence Memorization
Learning to Rehearse in Long Sequence Memorization
Zhu Zhang
Chang Zhou
Jianxin Ma
Zhijie Lin
Jingren Zhou
Hongxia Yang
Zhou Zhao
RALM
12
9
0
02 Jun 2021
Efficient and robust multi-task learning in the brain with modular
  latent primitives
Efficient and robust multi-task learning in the brain with modular latent primitives
Christian David Márton
Léo Gagnon
Guillaume Lajoie
Kanaka Rajan
17
6
0
28 May 2021
Fast and Slow Learning of Recurrent Independent Mechanisms
Fast and Slow Learning of Recurrent Independent Mechanisms
Kanika Madan
Rosemary Nan Ke
Anirudh Goyal
Bernhard Schölkopf
Yoshua Bengio
OCL
24
40
0
18 May 2021
Time-Stamped Language Model: Teaching Language Models to Understand the
  Flow of Events
Time-Stamped Language Model: Teaching Language Models to Understand the Flow of Events
Hossein Rajaby Faghihi
Parisa Kordjamshidi
20
24
0
15 Apr 2021
Creativity and Machine Learning: A Survey
Creativity and Machine Learning: A Survey
Giorgio Franceschelli
Mirco Musolesi
VLM
AI4CE
31
40
0
06 Apr 2021
Attention, please! A survey of Neural Attention Models in Deep Learning
Attention, please! A survey of Neural Attention Models in Deep Learning
Alana de Santana Correia
Esther Luna Colombini
HAI
23
175
0
31 Mar 2021
PAC-learning gains of Turing machines over circuits and neural networks
PAC-learning gains of Turing machines over circuits and neural networks
Brieuc Pinon
Raphaël Jungers
Jean-Charles Delvenne
AI4CE
11
1
0
23 Mar 2021
Perceiver: General Perception with Iterative Attention
Perceiver: General Perception with Iterative Attention
Andrew Jaegle
Felix Gimeno
Andrew Brock
Andrew Zisserman
Oriol Vinyals
João Carreira
VLM
ViT
MDE
53
973
0
04 Mar 2021
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