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Forget expensive training: FlexMem unlocks SOTA long-video MLLM performance on a single GPU by cleverly mimicking human memory recall.
Forget finetuning a new LoRA for every character: EverTale introduces a single LoRA that adapts to *all* characters in a story, enabling continuous character customization with improved fidelity and efficiency.
Existing multimodal models struggle with multi-image reasoning, but a new benchmark and inference-time attention fix exposes and alleviates these shortcomings.
Steer frozen MLLMs to reason about specific image regions at test time, without any training, by optimizing visual prompts that guide cross-modal attention.
