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the Proceedings of the 21st USENIX Symposium on Networked Systems Design and Implementation.

Double Blind Evals: Resolving the Dual Confidentiality Dilemma in AI Safety Auditing

Reproducing LightMem: Naive RAG Is Just as Good for Memory Management

Overall, LightMem offers a context-efficiency trade-off rather than a general advantage over Naive RAG, whose value depends on the retriever and available token budget, motivating future work on retrieval, reranking, query formulation, and their interaction with raw and constructed memory representations.

Predictive Structure Improves Video Diffusion Dynamics

Experiments show that LDO substantially improves physical commonsense, object permanence, and trajectory fidelity while preserving visual quality, suggesting that predictive latent supervision offers a practical route to make video generators not only photorealistic but also physically legible.