Cover Image

Beyond Static Snapshots: Dynamic Modeling and Forecasting of Group-Level Value Evolution with Large Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pi, Qiankun, Su, Guixin, Li, Jinliang, Xu, Mayi, Miao, Xin, Jiang, Jiawei, Zhong, Ming, Qian, Tieyun
Format:	Preprint
Published:	2026
Subjects:	Social and Information Networks Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Can a Small Model Learn to Look Before It Leaps? Dynamic Learning and Proactive Correction for Hallucination Detection
by: Bao, Zepeng, et al.
Published: (2025)

Privacy-protected Retrieval-Augmented Generation for Knowledge Graph Question Answering
by: Ning, Yunfeng, et al.
Published: (2025)

NeuronTune: Fine-Grained Neuron Modulation for Balanced Safety-Utility Alignment in LLMs
by: Pan, Birong, et al.
Published: (2025)

Prompting Large Language Models for Counterfactual Generation: An Empirical Study
by: Li, Yongqi, et al.
Published: (2023)

Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data
by: Liu, Jiacheng, et al.
Published: (2025)

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback
by: Li, Yongqi, et al.
Published: (2024)

Toxicity Detection towards Adaptability to Changing Perturbations
by: Kang, Hankun, et al.
Published: (2024)

A Survey on Training-free Alignment of Large Language Models
by: Pan, Birong, et al.
Published: (2025)

ContiGuard: A Framework for Continual Toxicity Detection Against Evolving Evasive Perturbations
by: Kang, Hankun, et al.
Published: (2026)

RAJ-PGA: Reasoning-Activated Jailbreak and Principle-Guided Alignment Framework for Large Reasoning Models
by: Chen, Jianhao, et al.
Published: (2025)

CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
by: Li, Xiaohu, et al.
Published: (2025)

Aligning VLM Assistants with Personalized Situated Cognition
by: Li, Yongqi, et al.
Published: (2025)

Beyond Static Snapshots: A Grounded Evaluation Framework for Language Models at the Agentic Frontier
by: Henry, Jazmia
Published: (2026)

AdaCultureSafe: Adaptive Cultural Safety Grounded by Cultural Knowledge in Large Language Models
by: Kang, Hankun, et al.
Published: (2026)

Origin-Destination Demand Prediction: An Urban Radiation and Attraction Perspective
by: Ma, Xuan, et al.
Published: (2024)

From Snapshots to Symphonies: The Evolution of Protein Prediction from Static Structures to Generative Dynamics and Multimodal Interactions
by: Chen, Jingzhi, et al.
Published: (2026)

Beyond Static Models: Hypernetworks for Adaptive and Generalizable Forecasting in Complex Parametric Dynamical Systems
by: Vlachas, Pantelis R., et al.
Published: (2025)

Beyond Static Uncertainty: Modeling Temporal Uncertainty Dynamics for Probabilistic Time Series Forecasting
by: Wang, Yijun, et al.
Published: (2026)

FGBench: A Dataset and Benchmark for Molecular Property Reasoning at Functional Group-Level in Large Language Models
by: Liu, Xuan, et al.
Published: (2025)

Diver: Large Language Model Decoding with Span-Level Mutual Information Verification
by: Lu, Jinliang, et al.
Published: (2024)

Reasoning based on symbolic and parametric knowledge bases: a survey
by: Xu, Mayi, et al.
Published: (2025)

Beyond Static Forecasting: Unleashing the Power of World Models for Mobile Traffic Extrapolation
by: Qi, Xiaoqian, et al.
Published: (2026)

Understanding Generalization in Role-Playing Models via Information Theory
by: Li, Yongqi, et al.
Published: (2025)

A Unified and Scalable Algorithm Framework of User-Defined Temporal $(k,\mathcal{X})$-Core Query
by: Zhong, Ming, et al.
Published: (2023)

SDGF: Fusing Static and Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting
by: Wang, Shaoxun, et al.
Published: (2025)

Cross-Cultural Value Awareness in Large Vision-Language Models
by: Howard, Phillip, et al.
Published: (2026)

Rethinking Facial Expression Recognition in the Era of Multimodal Large Language Models: Benchmark, Datasets, and Beyond
by: Zhang, Fan, et al.
Published: (2025)

A Survey on Retrieval And Structuring Augmented Generation with Large Language Models
by: Jiang, Pengcheng, et al.
Published: (2025)

Knowledge Graph Tokenization for Behavior-Aware Generative Next POI Recommendation
by: Sun, Ke, et al.
Published: (2025)

Beyond Static Personas: Situational Personality Steering for Large Language Models
by: Wei, Zesheng, et al.
Published: (2026)

Group Selection as a Safeguard Against AI Substitution
by: Zhong, Qiankun, et al.
Published: (2026)

DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation
by: Sun, Jiashuo, et al.
Published: (2025)

Snapshots of Informed Learning: LIS and Beyond
by: Hughes, Hilary, et al.
Published: (2013)

Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning
by: Lu, Jiaxuan, et al.
Published: (2026)

Beyond Static Cutoffs: One-Shot Dynamic Thresholding for Diffusion Language Models
by: Shen, Jucheng, et al.
Published: (2025)

TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting
by: Xia, Mingyuan, et al.
Published: (2025)

Beyond Static Tools: Evaluating Large Language Models for Cryptographic Misuse Detection
by: Masood, Zohaib, et al.
Published: (2024)

Controlling Multimodal Conversational Agents with Coverage-Enhanced Latent Actions
by: Li, Yongqi, et al.
Published: (2026)

Beyond the Individual: Introducing Group Intention Forecasting with SHOT Dataset
by: Zhang, Ruixu, et al.
Published: (2025)

A Simple Low-bit Quantization Framework for Video Snapshot Compressive Imaging
by: Cao, Miao, et al.
Published: (2024)