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cs.LG2026
When Does Value-Aware KV Eviction Help? A Fixed-Contract Diagnostic for Non-Monotone Cache Compression
Ruijie Zhang, Haozhe Liang, Da Chang +4
Long-context LLM inference is bottlenecked by the memory and bandwidth cost of reading large KV caches during decoding. KV compression reduces this cost by keeping only part of the…
cs.LG2025
Reminiscence Attack on Residuals: Exploiting Approximate Machine Unlearning for Privacy
Yaxin Xiao, Qingqing Ye, Li Hu +5
Machine unlearning enables the removal of specific data from ML models to uphold the right to be forgotten. While approximate unlearning algorithms offer efficient alternatives to…
cs.LG2025
Learning Lie Group Generators from Trajectories
Lifan Hu
This work investigates the inverse problem of generator recovery in matrix Lie groups from discretized trajectories. Let be a real matrix Lie group and $\mathfrak{g} = \text{Li…