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sampling method
sampling method
109 papers
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diffusion model
(3751)
markov chain monte carlo
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image generation
(2073)
bayesian inference
(1907)
text generation
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Papers
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs
EACL 2026
Sample-and-Search: An Effective Algorithm for Learning-Augmented k-Median Clustering in High Dimensions
AAAI 2026
OSEG: Improving Diffusion sampling through Orthogonal Smoothed Energy Guidance
WACV 2026
Equivariant Sampling for Improving Diffusion Model-based Image Restoration
WACV 2026
Gradient-Free Classifier Guidance for Diffusion Model Sampling
WACV 2026
Hierarchical Schedule Optimization for Fast and Robust Diffusion Model Sampling
AAAI 2026
AMO Sampler: Enhancing Text Rendering with Overshooting
CVPR 2025
Asking a Language Model for Diverse Responses
EMNLP 2025
How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study
EMNLP 2025
On Finding Hubs in High Dimensions with Sampling
AAAI 2025
Flaming-hot Initiation with Regular Execution Sampling for Large Language Models
NAACL 2025
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation
NAACL 2025
Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation
ACL 2025
Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory
ACL 2025
Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty Estimation
WACV 2025
Speculative Sampling via Exponential Races
ACL 2025
Elucidating the Solution Space of Extended Reverse-Time SDE for Diffusion Models
WACV 2025
The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism
NAACL 2025
Sparse Logit Sampling: Accelerating Knowledge Distillation in LLMs
ACL 2025
Unleashing High-Quality Image Generation in Diffusion Sampling Using Second-Order Levenberg-Marquardt-Langevin
ICCV 2025
BELM: Bidirectional Explicit Linear Multi-step Sampler for Exact Inversion in Diffusion Models
NIPS 2024
Improved off-policy training of diffusion samplers
NIPS 2024
Online Sampling and Decision Making with Low Entropy
IJCAI 2024
Characterizing Similarities and Divergences in Conversational Tones in Humans and LLMs by Sampling with People
ACL 2024
Boosting Diffusion Models with Moving Average Sampling in Frequency Domain
CVPR 2024
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