Abstract: Highlights•Multi-behavior global graphs describe each item with different behaviors.•Behavior-aware Global Attention Encoder captures cross-session dependency.•Low-rank self-attention captures in-session local dependency.•User behavior discrimination task solves the user intent entanglement problem.
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