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BARGE not only restores item-level structure in recommendations but also achieves a 1.70% increase in total reading time on a major platform, showcasing its industrial relevance.
LLM safety can be significantly bolstered against harmful fine-tuning attacks by strategically projecting models back into safe parameter space using a relevance- and diversity-aware curated dataset.
Recommendation agents can achieve state-of-the-art performance by personalizing not just user memory, but also the reasoning process itself through self-evolving, user-specific policy skills.
