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Junmo Kim

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Preprint Oct 2026

Calibration-Free Early Stopping for Chain-of-Thought Reasoning via E-processes

Reasoning large language models (LLMs) benefit from test-time scaling, motivating adaptive policies that spend tokens when they help and stop early otherwise. Existing rules halt when a confidence or stability signal crosses a threshold, but such thresholds rarely transfer across models and datasets, and validation-cal...

Dong-Jae Lee, Gyojin Han, Junmo Kim · 0 citations
Preprint Jul 2026

HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion

Experiments show that HVA establishes a new Pareto frontier for training-free sparse attention in video diffusion, reducing end-to-end latency by up to $2.13\times while improving fidelity over existing training-free sparse attention baselines.

Dongyeun Lee, A. Zandieh, V. Mirrokni et al. · 1 citation

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