LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Tianyu, Horiguchi, Akira, Pang, Lingyou, Priebe, Carey E. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Comparing Foundation Models using Data Kernels
by: Duderstadt, Brandon, et al.
Published: (2023)
by: Duderstadt, Brandon, et al.
Published: (2023)
Learning Individual Treatment Effects under Heterogeneous Interference in Networks
by: Zhao, Ziyu, et al.
Published: (2022)
by: Zhao, Ziyu, et al.
Published: (2022)
Treatment-Aware Hyperbolic Representation Learning for Causal Effect Estimation with Social Networks
by: Cui, Ziqiang, et al.
Published: (2024)
by: Cui, Ziqiang, et al.
Published: (2024)
Query-efficient model evaluation using cached responses
by: Helm, Hayden, et al.
Published: (2026)
by: Helm, Hayden, et al.
Published: (2026)
Omitted Labels Induce Nontransitive Paradoxes in Causality
by: Mazaheri, Bijan, et al.
Published: (2023)
by: Mazaheri, Bijan, et al.
Published: (2023)
Unsupervised Conformal Inference: Bootstrapping and Alignment to Control LLM Uncertainty
by: Pang, Lingyou, et al.
Published: (2025)
by: Pang, Lingyou, et al.
Published: (2025)
Quantifying Human Priors over Social and Navigation Networks
by: Bravo-Hermsdorff, Gecia
Published: (2024)
by: Bravo-Hermsdorff, Gecia
Published: (2024)
Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection
by: Shen, Cencheng, et al.
Published: (2023)
by: Shen, Cencheng, et al.
Published: (2023)
Taming Variability: Randomized and Bootstrapped Conformal Risk Control for LLMs
by: Pang, Lingyou, et al.
Published: (2025)
by: Pang, Lingyou, et al.
Published: (2025)
Discovering Communication Pattern Shifts in Large-Scale Labeled Networks using Encoder Embedding and Vertex Dynamics
by: Shen, Cencheng, et al.
Published: (2023)
by: Shen, Cencheng, et al.
Published: (2023)
HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport
by: Liu, Yanbei, et al.
Published: (2025)
by: Liu, Yanbei, et al.
Published: (2025)
Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection
by: Qiao, Hezhe, et al.
Published: (2023)
by: Qiao, Hezhe, et al.
Published: (2023)
Signed Diverse Multiplex Networks: Clustering and Inference
by: Pensky, Marianna
Published: (2024)
by: Pensky, Marianna
Published: (2024)
Synergistic Graph Fusion via Encoder Embedding
by: Shen, Cencheng, et al.
Published: (2023)
by: Shen, Cencheng, et al.
Published: (2023)
Refined Graph Encoder Embedding via Self-Training and Latent Community Recovery
by: Shen, Cencheng, et al.
Published: (2024)
by: Shen, Cencheng, et al.
Published: (2024)
Population Graph Cross-Network Node Classification for Autism Detection Across Sample Groups
by: Stephens, Anna, et al.
Published: (2024)
by: Stephens, Anna, et al.
Published: (2024)
Estimating Causal Effects in Networks with Cluster-Based Bandits
by: Faruk, Ahmed Sayeed, et al.
Published: (2025)
by: Faruk, Ahmed Sayeed, et al.
Published: (2025)
Privacy-Preserving Community Detection for Locally Distributed Multiple Networks
by: Guo, Xiao, et al.
Published: (2023)
by: Guo, Xiao, et al.
Published: (2023)
Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects
by: Khatami, Seyedeh Baharan, et al.
Published: (2024)
by: Khatami, Seyedeh Baharan, et al.
Published: (2024)
RedOne: Revealing Domain-specific LLM Post-Training in Social Networking Services
by: Zhao, Fei, et al.
Published: (2025)
by: Zhao, Fei, et al.
Published: (2025)
Improved Adaboost Algorithm for Web Advertisement Click Prediction Based on Long Short-Term Memory Networks
by: Yu, Qixuan, et al.
Published: (2024)
by: Yu, Qixuan, et al.
Published: (2024)
INFLECT-DGNN: Influencer Prediction with Dynamic Graph Neural Networks
by: Tiukhova, Elena, et al.
Published: (2023)
by: Tiukhova, Elena, et al.
Published: (2023)
Open-Set Graph Anomaly Detection via Normal Structure Regularisation
by: Wang, Qizhou, et al.
Published: (2023)
by: Wang, Qizhou, et al.
Published: (2023)
Multi-perspective Feedback-attention Coupling Model for Continuous-time Dynamic Graphs
by: Zhu, Xiaobo, et al.
Published: (2023)
by: Zhu, Xiaobo, et al.
Published: (2023)
EpiLLM: Unlocking the Potential of Large Language Models in Epidemic Forecasting
by: Gong, Chenghua, et al.
Published: (2025)
by: Gong, Chenghua, et al.
Published: (2025)
SIGMA: Scalable Spectral Insights for LLM Model Collapse
by: Gu, Yi, et al.
Published: (2026)
by: Gu, Yi, et al.
Published: (2026)
Policy Targeting under Network Interference
by: Viviano, Davide
Published: (2019)
by: Viviano, Davide
Published: (2019)
A Split-Window Transformer for Multi-Model Sequence Spammer Detection using Multi-Model Variational Autoencoder
by: Yang, Zhou, et al.
Published: (2025)
by: Yang, Zhou, et al.
Published: (2025)
SaVe-TAG: LLM-based Interpolation for Long-Tailed Text-Attributed Graphs
by: Wang, Leyao, et al.
Published: (2024)
by: Wang, Leyao, et al.
Published: (2024)
When prompt perturbations break your A/B test: A valid statistical test for generative surveying
by: Helm, Hayden, et al.
Published: (2026)
by: Helm, Hayden, et al.
Published: (2026)
Two-way Node Popularity Model for Directed and Bipartite Networks
by: Jing, Bing-Yi, et al.
Published: (2024)
by: Jing, Bing-Yi, et al.
Published: (2024)
Broad Spectrum Structure Discovery in Large-Scale Higher-Order Networks
by: Hood, John, et al.
Published: (2025)
by: Hood, John, et al.
Published: (2025)
A Hybrid TGN-SEAL Model for Dynamic Graph Link Prediction
by: Sajadi, Nafiseh Sadat, et al.
Published: (2026)
by: Sajadi, Nafiseh Sadat, et al.
Published: (2026)
Graph Network Modeling Techniques for Visualizing Human Mobility Patterns
by: Mitra, Sinjini, et al.
Published: (2025)
by: Mitra, Sinjini, et al.
Published: (2025)
Large Language Models for Social Networks: Applications, Challenges, and Solutions
by: Zeng, Jingying, et al.
Published: (2024)
by: Zeng, Jingying, et al.
Published: (2024)
The Deep Latent Position Topic Model for Clustering and Representation of Networks with Textual Edges
by: Boutin, Rémi, et al.
Published: (2023)
by: Boutin, Rémi, et al.
Published: (2023)
Testing for LLM response differences: the case of a composite null consisting of semantically irrelevant query perturbations
by: Acharyya, Aranyak, et al.
Published: (2025)
by: Acharyya, Aranyak, et al.
Published: (2025)
Scaling up Dynamic Edge Partition Models via Stochastic Gradient MCMC
by: Yang, Sikun, et al.
Published: (2024)
by: Yang, Sikun, et al.
Published: (2024)
Hyperedge Modeling in Hypergraph Neural Networks by using Densest Overlapping Subgraphs
by: Soltani, Mehrad, et al.
Published: (2024)
by: Soltani, Mehrad, et al.
Published: (2024)
Label Informed Contrastive Pretraining for Node Importance Estimation on Knowledge Graphs
by: Zhang, Tianyu, et al.
Published: (2024)
by: Zhang, Tianyu, et al.
Published: (2024)
Similar Items
-
Comparing Foundation Models using Data Kernels
by: Duderstadt, Brandon, et al.
Published: (2023) -
Learning Individual Treatment Effects under Heterogeneous Interference in Networks
by: Zhao, Ziyu, et al.
Published: (2022) -
Treatment-Aware Hyperbolic Representation Learning for Causal Effect Estimation with Social Networks
by: Cui, Ziqiang, et al.
Published: (2024) -
Query-efficient model evaluation using cached responses
by: Helm, Hayden, et al.
Published: (2026) -
Omitted Labels Induce Nontransitive Paradoxes in Causality
by: Mazaheri, Bijan, et al.
Published: (2023)