Author

Minsoo Cheong

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Preprint Aug 2026

KV-Rescue: Recovering Reasoning Language Model KV Eviction Loss via Stepwise Interleaving

KV-cache eviction caps the memory cost of long reasoning traces but is inherently lossy because the model decodes from a partial view of its history. Under aggressive budgets, this not only lowers accuracy but can also cause runaway degeneration, where the model produces incoherent or repetitive tokens until reaching t...

Minsoo Cheong, Woo-Sang Lim, Vincent-Daniel Yun et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Output-Aware Rotation for INT2 KV-Cache Quantization

The key-value (KV) cache has become a major memory and bandwidth bottleneck in long-context large language model inference, making ultra-low-bit quantization increasingly important. However, existing rotation-based INT2 methods optimize cache statistics or proxy errors before the complete attention readout, even though...

Vincent-Daniel Yun, Woo-Sang Lim, Minsoo Cheong et al. · 1 citation