Minhak Song
5 papers · 2023–2026 · 4 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(3)
🌉
Interdisciplinary Bridge
🐝
Cross-Pollinator
(15)
❓
The Questioner
Conferences
ICLR (2)
ALT (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
stochastic gradient descent
(1)
loss landscape
(1)
gradient descent
(1)
ill-conditioned optimization
(1)
hessian eigenvalue
(1)
gradient alignment
(1)
step size
(1)
edge of stability
(1)
progressive sharpening
(1)
hessian spectrum
(1)
trajectory alignment
(1)
bifurcation theory
(1)
two-phase behavior
(1)
Papers
Suspicious Alignment of SGD:A Fine-Grained Step Size Condition Analysis
ALT 2026
Does SGD really happen in tiny subspaces?
ICLR 2025
Understanding Sharpness Dynamics in NN Training with a Minimalist Example: The Effects of Dataset Difficulty, Depth, Stochasticity, and More
ICML 2025
Linear attention is (maybe) all you need (to understand Transformer optimization)
ICLR 2024
Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation Theory
NIPS 2023