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  1. Hugging Face PapersResearch

    Hugging Face Papers lists SolarRenderer, a few-step structure-conditioned video renderer

    SolarRenderer adapts a frozen MiniMax-H3 33B backbone with two LoRAs and renders in four steps, 12.3 times faster than 50-step sampling. A block-causal variant renders 768p video in real time.

  2. Hugging Face PapersResearch

    Kronecker Delta Rule proposed for stable long-context linear attention in KronLSTM

    KronLSTM extends the xLSTM family with a memory-revision update that changes memory along one direction, and the authors claim bounded memory norm without extra normalization. Code and models are open-source, and the paper reports competitiveness with (Gated) DeltaNet models.