Peter Súkeník
5 papers · 2022–2025 · 2 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(2)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(15)
❓
The Questioner
Conferences
NIPS (4)
ICLR (1)
Top co-authors
Keywords
neural collapse
(2)
gradient descent
(2)
deep neural network
(2)
binary classification
(1)
knowledge distillation
(1)
multi-class classification
(1)
singular value decomposition
(1)
convolutional neural network
(1)
global optimum
(1)
unconstrained features model
(1)
neural network
(1)
low-data regime
(1)
fully-connected layer
(1)
deep neural collapse
(1)
gradient outer product
(1)
active learning
(1)
low-rank bia
(1)
representation learning
(1)
feature learning
(1)
Papers
Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse
ICLR 2025
Average gradient outer product as a mechanism for deep neural collapse
NIPS 2024
Neural collapse vs. low-rank bias: Is deep neural collapse really optimal?
NIPS 2024
Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model
NIPS 2023
The Unreasonable Effectiveness of Fully-Connected Layers for Low-Data Regimes
NIPS 2022