Yu Cui

GALLM redefines sequential recommendation by seamlessly integrating collaborative signals into LLMs, achieving significant performance gains without extra complexity.

SmartGR achieves an 8.6% boost in recommendation performance while slashing inference time by over 2.3 times, tackling unique challenges in generative recommendation systems.

SpecFormer transforms recommendation systems by mitigating embedding and attention collapse, leading to superior performance and scalability.