Live demo:
https://huggingface.co/spaces/resoajoe/loglens · Code:
https://github.com/resoajoe/loglens
One question: if a camera never moves, how little memory does a model need
to answer "when did that change?" at every timescale — a frame ago, a minute
ago, all day ago?
One answer: K = O(log T) frame embeddings at logarithmically-spaced ages.
A 128K-parameter model with 8 memory slots localizes changes across a
1,024-frame horizon at 0.90–0.92 mean accuracy… See the full description on the dataset page:
https://huggingface.co/datasets/resoa/triclock.