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Yinfeng Li

2 accepted papers

2025

Iterative Sparse Attention for Long-sequence Recommendation

AAAI 2025technical

Longer historical behaviors often improve recommendation accuracy but bring efficient problems. As sequences get longer, the following two main challenges have not been addressed: (1) efficient modeling under increasing sequence length and (2) interest drifting within historical items. In this paper…

2021

Progressive Feature Interaction Search for Deep Sparse Network

NeurIPS 2021poster

Deep sparse networks (DSNs), of which the crux is exploring the high-order feature interactions, have become the state-of-the-art on the prediction task with high-sparsity features. However, these models suffer from low computation efficiency, including large model size and slow model inference, whi…

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