- The relational bottleneck as an inductive bias for efficient abstraction🔍
- The Relational Bottleneck as an Inductive Bias for Efficient Abstraction🔍
- Trends in Cognitive Sciences on X🔍
- Taylor Webb on X🔍
- A Relational Inductive Bias for Dimensional Abstraction in Neural ...🔍
- [PDF] On Neural Architecture Inductive Biases for Relational Tasks🔍
- Relational Inductive Bias Impact on Neural Network Abstraction🔍
The relational bottleneck as an inductive bias for efficient abstraction
The relational bottleneck as an inductive bias for efficient abstraction
An inductive bias that prioritizes the representation of relations (eg, 'same' versus 'different') and discourages the representation of the features of ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
We highlight a recently emerging line of work that suggests a novel reconciliation of these approaches, by exploiting an inductive bias that we term the ...
The relational bottleneck as an inductive bias for efficient abstraction
We highlight a recently emerging line of work that suggests a novel reconciliation of these approaches, by exploiting an inductive bias that we term the ...
The relational bottleneck as an inductive bias for efficient abstraction
We define the relational bottleneck as any mechanism that restricts the flow of information from perceptual to downstream reasoning systems to consist only of ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
A relational bottleneck is any mechanism that restricts the space of all possible compressed representations to be a subset of the relational signals ℛ ℛ \ ...
The relational bottleneck as an inductive bias for efficient abstraction
A central challenge for cognitive science is to explain how abstract concepts are acquired from limited experience. This has often been framed in terms of a ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
The approach is motivated by an architectural inductive bias for relational learning that disentangles relational information from object-level features. This ...
The relational bottleneck as an inductive bias for efficient abstraction
The relational bottleneck [28] aims to reduce catastrophic interference [4,24] between object-level and abstract-level features.
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
The relational bottleneck is an architectural constraint on neural networks that forces them to focus on relations between perceptual inputs, ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction https://t.co/G9ChjPQNnb.
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
The relational bottleneck is an architectural inductive bias that enables neural networks to learn abstract relational concepts in a data-efficient manner, ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
09/12/23 - A central challenge for cognitive science is to explain how abstract concepts are acquired from limited experience.
Trends in Cognitive Sciences on X: "The relational bottleneck as an ...
The relational bottleneck as an inductive bias for efficient abstraction Review by T. Webb (@TaylorWWebb), S. Frankland, ...
Taylor Webb on X: "Very excited to see our review of relational ...
The relational bottleneck as an inductive bias for efficient abstraction Review by T. Webb (@TaylorWWebb), S. Frankland, ...
A Relational Inductive Bias for Dimensional Abstraction in Neural ...
... efficiency, but also aligns network performance with human-like behavioral biases. Networks trained with the relational bottleneck developed ...
[PDF] On Neural Architecture Inductive Biases for Relational Tasks
The relational bottleneck as an inductive bias for efficient abstraction · Taylor WebbSteven M. Frankland +6 authors. Jonathan D. Cohen. Computer Science.
The relational bottleneck as an inductive bias for efficient abstraction
The relational bottleneck as an inductive bias for efficient abstraction. Published:2024-09 Issue:9 Volume:28 Page:829-843. ISSN:1364-6613. Container-title ...
Relational Inductive Bias Impact on Neural Network Abstraction
The author explores how a relational bottleneck in neural networks can enhance learning efficiency, generalization, and the emergence of abstract ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction · Taylor W. · Steven M. Frankland · Awni Altabaa · Simon Segert · Kamesh Krishnamurthy ...
The Relational Bottleneck as an Inductive Bias for Efficient Abstraction
... inductive bias that we term the relational bottleneck. In that approach ... efficient manner, emphasizing their potential as candidate models for the ...