On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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3 results for “Sort-of-CLEVR”

Dilated DenseNets for Relational Reasoningstat.ML

Dilated DenseNets excel at relational reasoning without additional modules.

problem Deep neural networks struggle with relational reasoning.

method Dilated DenseNet architecture incorporating dilated convolutions.

result Dilated DenseNets surpass relational reasoning on Sort-of-CLEVR without additional modules.

Dilated DenseNet Relational Reasoning Sort-of-CLEVR Dilated Convolutions

2018-11-01abs ↗pdf ↗

SARN: Relational Reasoning through Sequential Attentioncs.LG

SARN improves relational reasoning with less computation.

problem Efficiently perform relational reasoning with reduced computation.

method Introduces SARN, a sequential attention relational network.

result SARN achieves high accuracy on relational questions.

attention relational reasoning sequential network computation

2018-11-01abs ↗pdf ↗

Incorporating Relational Background Knowledge into Reinforcement Learning via Differentiable Inductive Logic Programmingcs.LG

Paper proposes a novel RRL framework that learns from images and incorporates expert knowledge.

problem Lack of effective methods to incorporate expert background knowledge and learn from non-relational data in RRL.

method Differentiable Inductive Logic Programming (ILP) for learning relational information from images and incorporating expert knowledge.

result Efficacy demonstrated on various environments and datasets, showing improved learning and generalization.

Reinforcement Learning Relational Learning Inductive Logic Programming Differentiable Learning Expert Knowledge

2020-03-23abs ↗pdf ↗