Jaeyoung Cha

4 papers · 2023–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

ICML (2) ICLR (1) NeurIPS (1)

Top co-authors

Chulhee Yun (4) Srinadh Bhojanapalli (2) Hanseul Cho (2) Jaewook Lee (1) Pranjal Awasthi (1) Yujun Kim (1) Anupam Gupta (1)

Research topics

Machine Learning (4) Optimization & Theory (4) Mathematics & Optimization (2) Optimization (2) Deep Learning (1) Architectures (1) Techniques (1)

Keywords

length generalization (2) position coupling (2) convex optimization (1) strongly convex (1) condition number (1) lower bound (1) positional encoding (1) embedding dimension (1) incremental gradient descent (1) maximum-margin solution (1) finite-sum minimization (1) random shuffling (1) random permutation (1) arithmetic task (1) multi-operand addition (1) permutation-based sgd (1) random reshuffling sgd (1) transformer architecture (1) small epoch regime (1) stochastic gradient descent (1)

Papers

Arithmetic Transformers Can Length-Generalize in Both Operand Length and Count ICLR 2025 Incremental Gradient Descent with Small Epoch Counts is Surprisingly Slow on Ill-Conditioned Problems ICML 2025 Position Coupling: Improving Length Generalization of Arithmetic Transformers Using Task Structure NeurIPS 2024 Tighter Lower Bounds for Shuffling SGD: Random Permutations and Beyond ICML 2023