The paper proposes projecting continual updates away from old-task spatial directions in hyperbolic multimodal models, claims this is theoretically required to prevent forgetting, but the necessity claim is unproven and the experiments are confounded by a step-pullback.
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Hyperbolic Multimodal Continual Learning
The paper proposes projecting continual updates away from old-task spatial directions in hyperbolic multimodal models, claims this is theoretically required to prevent forgetting, but the necessity claim is unproven and the experiments are confounded by a step-pullback.