Ring Forcing: Towards Precise Long-Term Memory for Autoregressive Video Diffusion
- 类型：arxiv
- 标识：2608.26794
- 链接：https://arxiv.org/abs/2608.26794
- 主分类：multimodal
- 形态：method
- TLDR：Scaling video generation to long durations reveals a critical bottleneck: current models lack robust long-term memory. This deficiency can be studied along two critical aspects: object permanence, the ability to precisely reproduce the appearance of objects upon re-entry; and memory capacity, the ability to process ultra-long context and use information from distant history. Robust long-term memory requires both: object permanence without sufficient context handling limits the temporal scope, while long context length without permanence fails to maintain identity. To address this, we present R
- 待LLM分类：否
- 来源文件：
- /inbox/tom/_candidates/2026-08-31-agent-rag-longcontext-candidates.json