Two-sided associative memory correction boosts linear attention performance

Gated Slot Attention-2 uses Oja and delta rules to correct both key and value sides of recurrent memory, showing gains across multiple benchmarks.

Chinese Tech
Ruijie Li · Shengnan Ding · Weimin Zhang · Derick Tang · Zhanpeng Zeng · Qinsong Zeng · +3 more

The Hong Kong University of Science and Technology (Guangzhou) · Tencent

Research Digest··2 min read
The authors introduce Gated Slot Attention-2 (GSA2), which combines Gated Oja Rule-2 for key-side correction and Gated Delta Rule-2 for value-side correction via shared latent slots.

Li et al.

Why this paper

From Tencent and The Hong Kong University of Science and Technology (Guangzhou)

In one line

Gated Slot Attention-2 corrects both key and value memory in linear attention using complementary update rules.

What we could check

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Research Digest

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