Profile Generation
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Benchmarks
PGDataset
Most implemented
Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials
A Flow-Based Model for Conditional and Probabilistic Electricity Consumption Profile Generation and Prediction
PGTask: Introducing the Task of Profile Generation from Dialogues
Papers
Self-supervised User Profile Generation for Personalization
Personalizing large language models (LLMs) has become a central challenge as LLMs are deployed across recommendation, search, dialogue, and content generation -- settings where the same query should yield different answe…
Profile GenerationPhySE: A Psychological Framework for Real-Time AR-LLM Social Engineering Attacks
The emerging threat of AR-LLM-based Social Engineering (AR-LLM-SE) attacks (e.g. SEAR) poses a significant risk to real-world social interactions. In such an attack, a malicious actor uses Augmented Reality (AR) glasses …
Profile GenerationReFORM: Review-aggregated Profile Generation via LLM with Multi-Factor Attention for Restaurant Recommendation
In recommender systems, large language models (LLMs) have gained popularity for generating descriptive summarization to improve recommendation robustness, along with Graph Convolution Networks. However, existing LLM-enha…
Profile GenerationGeMM-GAN: A Multimodal Generative Model Conditioned on Histopathology Images and Clinical Descriptions for Gene Expression Profile Generation
Biomedical research increasingly relies on integrating diverse data modalities, including gene expression profiles, medical images, and clinical metadata. While medical images and clinical metadata are routinely collecte…
Profile GenerationType predictionEnriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models
Rich and informative profiling to capture user preferences is essential for improving recommendation quality. However, there is still no consensus on how best to construct and utilize such profiles. To address this, we r…
Profile GenerationKnowledge GraphsFGM optimization in complex domains using Gaussian process regression based profile generation algorithm
This manuscript addresses the challenge of designing functionally graded materials (FGMs) for arbitrary-shaped domains. Towards this goal, the present work proposes a generic volume fraction profile generation algorithm …
Profile Generation