conftrace_

model collapse

23 papers

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Co-occurring keywords

synthetic datum (765) large language model (13587) bias amplification (26) recursive training (2) social bia (210) data curation (59) political bia (57) sequential editing (15) neural network (6616) generative model (2892)

Papers

Data Pollination: An Emergent Ecological Process Driving AI Population Evolution ACL 2026
Losing our Tail, Again: (Un)Natural Selection & Multilingual LLMs ACL 2026
Learning from Synthetic Data: Limitations of ERM ALT 2026
CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning ACL 2026
Stabilizing Self-Consuming Diffusion Models with Latent Space Filtering AAAI 2026
Demystifying Mixed Outcomes of Self-Training: Pre-training Analyses on Non-Toy LLMs EACL 2026
COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025
Bias Amplification: Large Language Models as Increasingly Biased Media IJCNLP 2025
Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025
Demystifying Synthetic Data in LLM Pre-training: A Systematic Study of Scaling Laws, Benefits, and Pitfalls EMNLP 2025
Machine-generated text detection prevents language model collapse EMNLP 2025
Bias Amplification: Large Language Models as Increasingly Biased Media AACL 2025
Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data? EMNLP 2025
Model Collapse Demystified: The Case of Regression NIPS 2024
Rebuilding ROME : Resolving Model Collapse during Sequential Model Editing EMNLP 2024
Preventing Model Collapse in Deep Canonical Correlation Analysis by Noise Regularization NIPS 2024
The Butterfly Effect of Model Editing: Few Edits Can Trigger Large Language Models Collapse ACL 2024
Self-Consuming Generative Models with Curated Data Provably Optimize Human Preferences NIPS 2024
Rethinking the Paradigm of Content Constraints in Unpaired Image-to-Image Translation AAAI 2024
Dense Projection for Anomaly Detection AAAI 2024
Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering EMNLP 2023
An Empirical Study of the Collapsing Problem in Semi-Supervised 2D Human Pose Estimation ICCV 2021
EC-DARTS: Inducing Equalized and Consistent Optimization Into DARTS ICCV 2021