A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?

C Zhang, C Zhang, S Zheng, Y Qiao, C Li… - arXiv preprint arXiv …, 2023 - arxiv.org
As ChatGPT goes viral, generative AI (AIGC, aka AI-generated content) has made headlines
everywhere because of its ability to analyze and create text, images, and beyond. With such …

Beyond deep reinforcement learning: A tutorial on generative diffusion models in network optimization

H Du, R Zhang, Y Liu, J Wang, Y Lin, Z Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative Diffusion Models (GDMs) have emerged as a transformative force in the realm of
Generative Artificial Intelligence (GAI), demonstrating their versatility and efficacy across a …

A survey on generative diffusion models

H Cao, C Tan, Z Gao, Y Xu, G Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Deep generative models have unlocked another profound realm of human creativity. By
capturing and generalizing patterns within data, we have entered the epoch of all …

Protein design with guided discrete diffusion

N Gruver, S Stanton, N Frey… - Advances in neural …, 2024 - proceedings.neurips.cc
A popular approach to protein design is to combine a generative model with a discriminative
model for conditional sampling. The generative model samples plausible sequences while …

Difusco: Graph-based diffusion solvers for combinatorial optimization

Z Sun, Y Yang - Advances in Neural Information Processing …, 2023 - proceedings.neurips.cc
Abstract Neural network-based Combinatorial Optimization (CO) methods have shown
promising results in solving various NP-complete (NPC) problems without relying on hand …

Diffusion-based 3d human pose estimation with multi-hypothesis aggregation

W Shan, Z Liu, X Zhang, Z Wang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, a novel Diffusion-based 3D Pose estimation (D3DP) method with Joint-wise
reProjection-based Multi-hypothesis Aggregation (JPMA) is proposed for probabilistic 3D …

AbDiffuser: full-atom generation of in-vitro functioning antibodies

K Martinkus, J Ludwiczak, WC Liang… - Advances in …, 2024 - proceedings.neurips.cc
We introduce AbDiffuser, an equivariant and physics-informed diffusion model for the joint
generation of antibody 3D structures and sequences. AbDiffuser is built on top of a new …

Self-consuming generative models go mad

S Alemohammad, J Casco-Rodriguez, L Luzi… - arXiv preprint arXiv …, 2023 - arxiv.org
Seismic advances in generative AI algorithms for imagery, text, and other data types has led
to the temptation to use synthetic data to train next-generation models. Repeating this …

Graph denoising diffusion for inverse protein folding

K Yi, B Zhou, Y Shen, P Liò… - Advances in Neural …, 2024 - proceedings.neurips.cc
Inverse protein folding is challenging due to its inherent one-to-many mapping
characteristic, where numerous possible amino acid sequences can fold into a single …

Large language models on graphs: A comprehensive survey

B Jin, G Liu, C Han, M Jiang, H Ji, J Han - arXiv preprint arXiv:2312.02783, 2023 - arxiv.org
Large language models (LLMs), such as ChatGPT and LLaMA, are creating significant
advancements in natural language processing, due to their strong text encoding/decoding …