User Llm
![[논문 리뷰] User-LLM: Efficient LLM Contextualization with User Embeddings](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/user-llm-efficient-llm-contextualization-with-user-embeddings-0.png "User Llm")
![[Paper Review] USER-LLM: Efficient LLM Contextualization with User ...](https://velog.velcdn.com/images/oneman98/post/262051a7-ac78-4fcd-b089-7ef2135e4784/image.png "User Llm")
%20have%20revolutionized%20natural%20language%20processing.%0AHowever%2C%20effectively%20incorporating%20complex%20and%20potentially%20noisy%20user%0Ainteraction%20data%20remains%20a%20challenge.%20To%20address%20this%2C%20we%20propose%20User-LLM%2C%20a%0Anovel%20framework%20that%20leverages%20user%20embeddings%20to%20contextualize%20LLMs.%20These%0Aembeddings%2C%20distilled%20from%20diverse%20user%20interactions%20using%20self-supervised%0Apretraining%2C%20capture%20latent%20user%20preferences%20and%20their%20evolution%20over%20time.%20We%0Aintegrate%20these%20user%20embeddings%20with%20LLMs%20through%20cross-attention%20and%0Asoft-prompting%2C%20enabling%20LLMs%20to%20dynamically%20adapt%20to%20user%20context.%20Our%0Acomprehensive%20experiments%20on%20MovieLens%2C%20Amazon%20Review%2C%20and%20Google%20Local%20Review%0Adatasets%20demonstrate%20significant%20performance%20gains%20across%20various%20tasks.%0ANotably%2C%20our%20approach%20outperforms%20text-prompt-based%20contextualization%20on%20long%0Asequence%20tasks%20and%20tasks%20that%20require%20deep%20user%20understanding%20while%20being%0Acomputationally%20efficient.%20We%20further%20incorporate%20Perceiver%20layers%20to%0Astreamline%20the%20integration%20between%20user%20encoders%20and%20LLMs%2C%20reducing%0Acomputational%20demands.&date=2024-02-21 "User Llm")
![[论文评述] LLM-based User Profile Management for Recommender System](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/llm-based-user-profile-management-for-recommender-system-1.png "User Llm")
![[论文评述] Zero-Shot Prompting Approaches for LLM-based Graphical User ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/zero-shot-prompting-approaches-for-llm-based-graphical-user-interface-generation-2.png "User Llm")
![[论文评述] Measuring What Makes You Unique: Difference-Aware User Modeling ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/measuring-what-makes-you-unique-difference-aware-user-modeling-for-enhancing-llm-personalization-2.png "User Llm")
![[2405.13050] Human-Centered LLM-Agent User Interface: A Position Paper](https://ar5iv.labs.arxiv.org/html/2405.13050/assets/x1.png "User Llm")
![[2408.02479] From LLMs to LLM-based Agents for Software Engineering: A ...](https://ar5iv.labs.arxiv.org/html/2408.02479/assets/userStoryComp2.png "User Llm")
![[论文评述] Enabling Personalized Long-term Interactions in LLM-based Agents ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/enabling-personalized-long-term-interactions-in-llm-based-agents-through-persistent-memory-and-user-profiles-3.png "User Llm")
Discover the vibrancy of city life through extensive collections of urban User Llm photographs. showcasing the architectural beauty of photography, images, and pictures. designed to showcase urban culture and lifestyle. Discover high-resolution User Llm images optimized for various applications. Suitable for various applications including web design, social media, personal projects, and digital content creation All User Llm images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Our User Llm gallery offers diverse visual resources to bring your ideas to life. Comprehensive tagging systems facilitate quick discovery of relevant User Llm content. Professional licensing options accommodate both commercial and educational usage requirements. Time-saving browsing features help users locate ideal User Llm images quickly. Cost-effective licensing makes professional User Llm photography accessible to all budgets. Reliable customer support ensures smooth experience throughout the User Llm selection process. Regular updates keep the User Llm collection current with contemporary trends and styles. Our User Llm database continuously expands with fresh, relevant content from skilled photographers. Multiple resolution options ensure optimal performance across different platforms and applications. Advanced search capabilities make finding the perfect User Llm image effortless and efficient.