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cs.CV2026
GRACE: Generation-aware latent compression for efficient video generation
Jiyoung Kim, Paul Hyunbin Cho, Jisu Nam +5
Highly compressed video autoencoders offer an effective way to accelerate video diffusion models, as the Diffusion Transformer (DiT) operates on far fewer tokens. However, such aut…
cs.LG2026
Differential Refresh of Materialized Derived State: From a Single-Age Equivalence Limit to an Optimal Per-Partition Allocation, with a Real-System Validation on Materialized Views
Amit Rajula
Materialized views, cached aggregates, and trained models are all derived state: query results precomputed from base relations that begin to age the instant they are built, because…