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Erasing Concepts from Diffusion Models

IEEE International Conference on Computer Vision, 2023
Motivated by concerns that large-scale diffusion models can produce undesirable output such as sexually explicit content or copyrighted artistic styles, we study erasure of specific concepts from diffusion model weights.
Rohit Gandikota   +3 more
semanticscholar   +1 more source

CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

International Conference on Learning Representations
We present CogVideoX, a large-scale text-to-video generation model based on diffusion transformer, which can generate 10-second continuous videos aligned with text prompt, with a frame rate of 16 fps and resolution of 768 * 1360 pixels.
Zhuoyi Yang   +18 more
semanticscholar   +1 more source

Large Language Diffusion Models

arXiv.org
The capabilities of large language models (LLMs) are widely regarded as relying on autoregressive models (ARMs). We challenge this notion by introducing LLaDA, a diffusion model trained from scratch under the pre-training and supervised fine-tuning (SFT)
Shen Nie   +9 more
semanticscholar   +1 more source

Simple and Effective Masked Diffusion Language Models

Neural Information Processing Systems
While diffusion models excel at generating high-quality images, prior work reports a significant performance gap between diffusion and autoregressive (AR) methods in language modeling.
S. Sahoo   +7 more
semanticscholar   +1 more source

Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion

Neural Information Processing Systems
This paper presents Diffusion Forcing, a new training paradigm where a diffusion model is trained to denoise a set of tokens with independent per-token noise levels.
Boyuan Chen   +5 more
semanticscholar   +1 more source

Diffusion of Innovations

, 2011
Ronald E. Rice
semanticscholar   +1 more source

Directed diffusion: a scalable and robust communication paradigm for sensor networks

ACM/IEEE International Conference on Mobile Computing and Networking, 2000
C. Intanagonwiwat   +2 more
semanticscholar   +1 more source

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