Similar Items: LLM Agents Enable User-Governed Personalization Beyond Platform Boundaries
- AgentSim: A Platform for Verifiable Agent-Trace Simulation
- Bridging Textual Profiles and Latent User Embeddings for Personalization
- Fair Agents: Balancing Multistakeholder Alignment in Multi-Agent Personalization Systems
- Beyond Static Best-of-N: Bayesian List-wise Alignment for LLM-based Recommendation
- Nautilus Compass: Black-box Persona Drift Detection for Production LLM Agents
- Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery