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Unlearning one demographic group in CLIP doesn't eliminate bias, it just shifts it, primarily along gender lines, revealing a concerning gender-dominant structure in the model's embedding space.
Multimodal LLM agents can learn to rapidly unlock new objects in Minecraft by decomposing and transferring knowledge across experiences, achieving up to 1.7x speed-up.