"generative flow networks" Papers

14 papers found

Action abstractions for amortized sampling

Oussama Boussif, Léna Ezzine, Joseph Viviano et al.

ICLR 2025arXiv:2410.15184
3
citations

Adaptive Quantization in Generative Flow Networks for Probabilistic Sequential Prediction

Nadhir Hassen, Zhen Zhang, Johan Verjans

NEURIPS 2025oral

Adaptive teachers for amortized samplers

Minsu Kim, Sanghyeok Choi, Taeyoung Yun et al.

ICLR 2025arXiv:2410.01432
20
citations

Adversarial Generative Flow Network for Solving Vehicle Routing Problems

Ni Zhang, Jingfeng Yang, Zhiguang Cao et al.

ICLR 2025arXiv:2503.01931
9
citations

COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation

Yudong Zhang, Xuan Yu, Xu Wang et al.

ICLR 2025
2
citations

Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets

Zhen Liu, Tim Xiao, Weiyang Liu et al.

ICLR 2025arXiv:2412.07775
21
citations

Generative Flows on Synthetic Pathway for Drug Design

Seonghwan Seo, Minsu Kim, Tony Shen et al.

ICLR 2025arXiv:2410.04542
17
citations

GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks

Haoqiang Kang, Enna Sachdeva, Piyush Gupta et al.

CVPR 2025arXiv:2503.06514
8
citations

Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization

Timofei Gritsaev, Nikita Morozov, Sergey Samsonov et al.

ICLR 2025arXiv:2410.15474
5
citations

Towards Improving Exploration through Sibling Augmented GFlowNets

Kanika Madan, Alex Lamb, Emmanuel Bengio et al.

ICLR 2025
5
citations

Amortizing intractable inference in large language models

Edward Hu, Moksh Jain, Eric Elmoznino et al.

ICLR 2024arXiv:2310.04363
86
citations

A Theory of Non-acyclic Generative Flow Networks

Leo Brunswic, Yinchuan Li, Yushun Xu et al.

AAAI 2024paperarXiv:2312.15246
7
citations

GFlowNet Training by Policy Gradients

Puhua Niu, Shili Wu, Mingzhou Fan et al.

ICML 2024arXiv:2408.05885
3
citations

Improving Gradient-Guided Nested Sampling for Posterior Inference

Pablo Lemos, Nikolay Malkin, Will Handley et al.

ICML 2024arXiv:2312.03911
14
citations