Sungyoon Lee
7 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (4) π Academic Marathon (5) π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (21)
π§
Keyword Pioneer
π
Cross-Pollinator
(15)
Conferences
NIPS (3)
ICLR (2)
EMNLP (1)
ICML (1)
Top co-authors
Keywords
loss landscape
(2)
adversarial robustness
(1)
attention mechanism
(1)
robust classification
(1)
neural network optimization
(1)
information geometry
(1)
interval bound propagation
(1)
implicit regularization
(1)
adversarial example
(1)
generalization performance
(1)
verifiable training
(1)
training instability
(1)
jacobian regularization
(1)
certifiable robustness
(1)
lipschitz certification
(1)
interval arithmetic
(1)
reparametrization invariance
(1)
neural network
(1)
attention entropy
(1)
entropy collapse
(1)
Papers
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers
EMNLP 2025
Prediction Risk and Estimation Risk of the Ridgeless Least Squares Estimator under General Assumptions on Regression Errors
ICLR 2025
A new characterization of the edge of stability based on a sharpness measure aware of batch gradient distribution
ICLR 2023
Implicit Jacobian regularization weighted with impurity of probability output
ICML 2023
A Reparametrization-Invariant Sharpness Measure Based on Information Geometry
NIPS 2022
Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples
NIPS 2021
Lipschitz-Certifiable Training with a Tight Outer Bound
NIPS 2020