A Markovian View of Iterative-Feedback Loops in Image Generative Models: Neural Resonance and Model Collapse
Fuente:
arXiv
Saved in:
| Main Authors: | Vats, Vibhas Kumar, Crandall, David J., Goree, Samuel |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Blending 3D Geometry and Machine Learning for Multi-View Stereopsis
by: Vats, Vibhas, et al.
Published: (2025)
by: Vats, Vibhas, et al.
Published: (2025)
Geometric Constraints in Deep Learning Frameworks: A Survey
by: Vats, Vibhas K, et al.
Published: (2024)
by: Vats, Vibhas K, et al.
Published: (2024)
GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo
by: Vats, Vibhas K., et al.
Published: (2023)
by: Vats, Vibhas K., et al.
Published: (2023)
Diminishing Stereotype Bias in Image Generation Model using Reinforcemenlent Learning Feedback
by: Chen, Xin, et al.
Published: (2024)
by: Chen, Xin, et al.
Published: (2024)
PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model Alignment
by: Lee, Suhyeon, et al.
Published: (2025)
by: Lee, Suhyeon, et al.
Published: (2025)
MuM: Multi-View Masked Image Modeling for 3D Vision
by: Nordström, David, et al.
Published: (2025)
by: Nordström, David, et al.
Published: (2025)
Signal Collapse in One-Shot Pruning: When Sparse Models Fail to Distinguish Neural Representations
by: Saikumar, Dhananjay, et al.
Published: (2025)
by: Saikumar, Dhananjay, et al.
Published: (2025)
Self-Correcting Self-Consuming Loops for Generative Model Training
by: Gillman, Nate, et al.
Published: (2024)
by: Gillman, Nate, et al.
Published: (2024)
A Gray-box Attack against Latent Diffusion Model-based Image Editing by Posterior Collapse
by: Guo, Zhongliang, et al.
Published: (2024)
by: Guo, Zhongliang, et al.
Published: (2024)
Geospatial Diffusion for Land Cover Imperviousness Change Forecasting
by: Varshney, Debvrat, et al.
Published: (2025)
by: Varshney, Debvrat, et al.
Published: (2025)
SITS-DECO: A Generative Decoder Is All You Need For Multitask Satellite Image Time Series Modelling
by: Barrett, Samuel J., et al.
Published: (2025)
by: Barrett, Samuel J., et al.
Published: (2025)
Iterative Flow Matching -- Path Correction and Gradual Refinement for Enhanced Generative Modeling
by: Haber, Eldad, et al.
Published: (2025)
by: Haber, Eldad, et al.
Published: (2025)
Memory-efficient Continual Learning with Neural Collapse Contrastive
by: Dang, Trung-Anh, et al.
Published: (2024)
by: Dang, Trung-Anh, et al.
Published: (2024)
Iterative Refinement Improves Compositional Image Generation
by: Jaiswal, Shantanu, et al.
Published: (2026)
by: Jaiswal, Shantanu, et al.
Published: (2026)
Heavy-Tailed Class-Conditional Priors for Long-Tailed Generative Modeling
by: Bouayed, Aymene Mohammed, et al.
Published: (2025)
by: Bouayed, Aymene Mohammed, et al.
Published: (2025)
MINR: Implicit Neural Representations with Masked Image Modelling
by: Lee, Sua, et al.
Published: (2025)
by: Lee, Sua, et al.
Published: (2025)
This changes to that : Combining causal and non-causal explanations to generate disease progression in capsule endoscopy
by: Vats, Anuja, et al.
Published: (2022)
by: Vats, Anuja, et al.
Published: (2022)
Whose View of Safety? A Deep DIVE Dataset for Pluralistic Alignment of Text-to-Image Models
by: Rastogi, Charvi, et al.
Published: (2025)
by: Rastogi, Charvi, et al.
Published: (2025)
PALADIN : Robust Neural Fingerprinting for Text-to-Image Diffusion Models
by: L, Murthy, et al.
Published: (2025)
by: L, Murthy, et al.
Published: (2025)
LINE: LLM-based Iterative Neuron Explanations for Vision Models
by: Zaigrajew, Vladimir, et al.
Published: (2026)
by: Zaigrajew, Vladimir, et al.
Published: (2026)
Generalized Consistency Trajectory Models for Image Manipulation
by: Kim, Beomsu, et al.
Published: (2024)
by: Kim, Beomsu, et al.
Published: (2024)
License Plate Images Generation with Diffusion Models
by: Shpir, Mariia, et al.
Published: (2025)
by: Shpir, Mariia, et al.
Published: (2025)
VISTA: A Panoramic View of Neural Representations
by: White, Tom
Published: (2024)
by: White, Tom
Published: (2024)
A Lightweight Neural Architecture Search Model for Medical Image Classification
by: Xie, Lunchen, et al.
Published: (2024)
by: Xie, Lunchen, et al.
Published: (2024)
Doe-1: Closed-Loop Autonomous Driving with Large World Model
by: Zheng, Wenzhao, et al.
Published: (2024)
by: Zheng, Wenzhao, et al.
Published: (2024)
Understanding and Improving Transfer Learning of Deep Models via Neural Collapse
by: Li, Xiao, et al.
Published: (2022)
by: Li, Xiao, et al.
Published: (2022)
Using Human Feedback to Fine-tune Diffusion Models without Any Reward Model
by: Yang, Kai, et al.
Published: (2023)
by: Yang, Kai, et al.
Published: (2023)
Few-shot Novel View Synthesis using Depth Aware 3D Gaussian Splatting
by: Kumar, Raja, et al.
Published: (2024)
by: Kumar, Raja, et al.
Published: (2024)
Can Biases in ImageNet Models Explain Generalization?
by: Gavrikov, Paul, et al.
Published: (2024)
by: Gavrikov, Paul, et al.
Published: (2024)
Cortex-Grounded Diffusion Models for Brain Image Generation
by: Bongratz, Fabian, et al.
Published: (2026)
by: Bongratz, Fabian, et al.
Published: (2026)
Enhancing Diffusion Models for High-Quality Image Generation
by: Shah, Jaineet, et al.
Published: (2024)
by: Shah, Jaineet, et al.
Published: (2024)
A Unified View of Score-Based and Drifting Models
by: Lai, Chieh-Hsin, et al.
Published: (2026)
by: Lai, Chieh-Hsin, et al.
Published: (2026)
Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$-Constrained Optimization
by: Feng, Xiaohua, et al.
Published: (2024)
by: Feng, Xiaohua, et al.
Published: (2024)
Mitigating Catastrophic Forgetting and Mode Collapse in Text-to-Image Diffusion via Latent Replay
by: Otani, Aoi
Published: (2025)
by: Otani, Aoi
Published: (2025)
From Labels to Priors in Capsule Endoscopy: A Prior Guided Approach for Improving Generalization with Few Labels
by: Vats, Anuja, et al.
Published: (2022)
by: Vats, Anuja, et al.
Published: (2022)
Analysis of Hyperparameter Optimization Effects on Lightweight Deep Models for Real-Time Image Classification
by: Rakesh, Vineet Kumar, et al.
Published: (2025)
by: Rakesh, Vineet Kumar, et al.
Published: (2025)
How to Trace Latent Generative Model Generated Images without Artificial Watermark?
by: Wang, Zhenting, et al.
Published: (2024)
by: Wang, Zhenting, et al.
Published: (2024)
FrameBridge: Improving Image-to-Video Generation with Bridge Models
by: Wang, Yuji, et al.
Published: (2024)
by: Wang, Yuji, et al.
Published: (2024)
CLoG: Benchmarking Continual Learning of Image Generation Models
by: Zhang, Haotian, et al.
Published: (2024)
by: Zhang, Haotian, et al.
Published: (2024)
JetFormer: An Autoregressive Generative Model of Raw Images and Text
by: Tschannen, Michael, et al.
Published: (2024)
by: Tschannen, Michael, et al.
Published: (2024)
Similar Items
-
Blending 3D Geometry and Machine Learning for Multi-View Stereopsis
by: Vats, Vibhas, et al.
Published: (2025) -
Geometric Constraints in Deep Learning Frameworks: A Survey
by: Vats, Vibhas K, et al.
Published: (2024) -
GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo
by: Vats, Vibhas K., et al.
Published: (2023) -
Diminishing Stereotype Bias in Image Generation Model using Reinforcemenlent Learning Feedback
by: Chen, Xin, et al.
Published: (2024) -
PromptLoop: Plug-and-Play Prompt Refinement via Latent Feedback for Diffusion Model Alignment
by: Lee, Suhyeon, et al.
Published: (2025)