Aryo Lotfi
5 papers · 2022–2024 · 3 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π Conference Polyglot (3) π Cross-Pollinator (10) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (18)
β
The Questioner
Conferences
NIPS (3)
ICML (1)
JMLR (1)
Top co-authors
Keywords
curriculum learning
(3)
logic reasoning
(2)
gradient descent
(2)
logical function
(2)
neural network
(2)
min-degree interpolator
(2)
boolean function
(2)
out-of-distribution generalization
(2)
logic function
(1)
parity learning
(1)
mixed input
(1)
2-layer relu
(1)
network architecture
(1)
generalization on the unseen
(1)
compositional generalization
(1)
generalization error
(1)
length generalization
(1)
relu network
(1)
degree curriculum
(1)
boolean influence
(1)
Papers
How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad
NIPS 2024
Generalization on the Unseen, Logic Reasoning and Degree Curriculum
JMLR 2024
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs
NIPS 2023
Generalization on the Unseen, Logic Reasoning and Degree Curriculum
ICML 2023
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures
NIPS 2022