https://openreview.net/forum?id=Uh2WwUyiAv&referrer=%5Bthe%20profile%20of%20Haoye%20Lu%5D(%2Fprofile%3Fid%3D~Haoye_Lu1)
In recent years, generative adversarial networks (GANs) have gained attention for their ability to generate realistic images, despite being notoriously...
consistency modelscmganstabilizingtraining
https://openreview.net/forum?id=92FEM1voOW&referrer=%5Bthe%20profile%20of%20Wei%20Hu%5D(%2Fprofile%3Fid%3D~Wei_Hu6)
Consistency Models (CM) have significantly accelerated the sampling process in diffusion models, yielding impressive results in synthesizing high-resolution...
consistency modelsmultiscalelatentpoints
https://deepai.org/publication/sort-ing-vqa-models-contrastive-gradient-learning-for-improved-consistency
10/20/20 - Recent research in Visual Question Answering (VQA) has revealed state-of-the-art models to be inconsistent in their understanding ...
gradient learningsortvqamodelscontrastive
https://aclanthology.org/D19-1405/
Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th...
logicdrivenframeworkconsistencyneural
https://www.analyticsvidhya.com/blog/2023/04/openai-open-sourced-its-consistency-models-for-ai-art-generation/
OpenAI releases consistency models for AI art generation, offering faster and more efficient results than diffusion models.
ai art generationopen sourcedconsistency modelsopenai
https://openreview.net/forum?id=KrK6zXbjfO&referrer=%5Bthe%20profile%20of%20Dongjun%20Kim%5D(%2Fprofile%3Fid%3D~Dongjun_Kim1)
Sound content creation, essential for multimedia works such as video games and films, often involves extensive trial-and-error, enabling creators to...
consistency modelsfull bandscorebased
https://www.amazon.science/publications/tokenization-consistency-matters-for-generative-models-on-extractive-nlp-tasks
Generative models have been widely applied to solve extractive tasks, where parts of the input are extracted to form the desired output, and have achieved...
generative modelsnlp taskstokenizationconsistencymatters