most citedRobust Recommendation with Implicit Feedback via Eliminating the Effects of Unexpected Behaviors

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cs.LG2026

SinkRec: Mitigating Semantic State Sink in Long Sequence Recommendation with Memory-Conditioned Gated Delta Networks

Zhuang Zhuang, Zhipeng Wei, Ji Dai +4

Linear attention provides an efficient backbone for long-sequence recommendation by avoiding the quadratic cost of standard Transformers, but its compressed recurrent state can be…