Stefani Karp
6 papers · 2020–2024 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (3) π Interdisciplinary Bridge π Cross-Pollinator (12)
πΊοΈ
Taxonomy Completionist
(24)
π₯
Unstoppable
(5)
Conferences
NIPS (3)
ICML (2)
ICLR (1)
Top co-authors
Keywords
language model
(2)
model compression
(1)
learning theory
(1)
image classification
(1)
neural tangent kernel
(1)
efficient training
(1)
feature learning
(1)
few-shot learning
(1)
transfer learning
(1)
convex optimization
(1)
natural language processing
(1)
logistic regression
(1)
model pretraining
(1)
neural network optimization
(1)
renyi divergence
(1)
agnostic learning
(1)
halfspace learning
(1)
pac-bayes bound
(1)
convolutional neural network
(1)
inductive bia
(1)
Papers
On the Inductive Bias of Stacking Towards Improving Reasoning
NIPS 2024
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
ICLR 2024
Efficient Training of Language Models using Few-Shot Learning
ICML 2023
Agnostic Learnability of Halfspaces via Logistic Loss
ICML 2022
Local Signal Adaptivity: Provable Feature Learning in Neural Networks Beyond Kernels
NIPS 2021
PAC-Bayes Learning Bounds for Sample-Dependent Priors
NIPS 2020