Jian Zhang

Making Collaborative Signals Count: Graph-Aware Large Language Models for Sequential Recommendation

GALLM constructs a collaborative graph over text tokens and item tokens, and models three types of relations that are transformed into lightweight learnable attention biases and incorporated into the LLM attention mechanism, enabling collaborative-aware token interactions without introducing an additional graph encoder.