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TFR-Net not only prevents knowledge re-emergence during continual unlearning but also enhances model capacity, achieving a remarkable trade-off between unlearning and utility retention.
MARDoc's innovative use of structured memory allows for clearer reasoning in long-document QA, outperforming traditional methods that struggle with context dilution.
MemoryCard transforms long videos into coherent, topic-focused segments, boosting long-video QA accuracy by over 21% while maintaining visual-token efficiency.
