COVRAG improves long-horizon geometric consistency in autoregressive video generation via coverage-maximizing retrieval on lightweight depth-based 3D memory evidence.
Memcam: Memory-augmented camera control for consistent video generation.arXiv preprint arXiv:2603.26193, 2026
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GIM-World adds a camera-queryable geometry distillation head and pruning rule to implicit memory in video world models, claiming better long-horizon geometric consistency on the MIND benchmark than explicit and implicit baselines.
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Retrieve What's Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation
COVRAG improves long-horizon geometric consistency in autoregressive video generation via coverage-maximizing retrieval on lightweight depth-based 3D memory evidence.
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Geometry-Aware Implicit Memory for Video World Models
GIM-World adds a camera-queryable geometry distillation head and pruning rule to implicit memory in video world models, claiming better long-horizon geometric consistency on the MIND benchmark than explicit and implicit baselines.