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| 2025 || FoX |[Forgetting Transformer: Softmax Attention with a Forget Gate](https://arxiv.org/abs/2503.02130)|[official](https://github.com/zhixuan-lin/forgetting-transformer)|[fla](https://github.com/fla-org/flash-linear-attention/tree/main/fla/ops/forgetting_attn)|
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| 2025 |ICLR| FoX |[Forgetting Transformer: Softmax Attention with a Forget Gate](https://arxiv.org/abs/2503.02130)|[official](https://github.com/zhixuan-lin/forgetting-transformer)|[fla](https://github.com/fla-org/flash-linear-attention/tree/main/fla/ops/forgetting_attn)|
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| 2025 || DeltaProduct |[DeltaProduct: Improving State-Tracking in Linear RNNs via Householder Products](https://arxiv.org/abs/2502.10297)||[fla](https://github.com/fla-org/flash-linear-attention/tree/main/fla/layers/gated_deltaproduct.py)|
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| 2025 | ICLR | Rodimus*|[Rodimus*: Breaking the Accuracy-Efficiency Trade-Off with Efficient Attentions](https://arxiv.org/abs/2410.06577)|[official](https://github.com/codefuse-ai/rodimus)|[fla](https://github.com/fla-org/flash-linear-attention/blob/main/fla/layers/rodimus.py)|
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