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Add support for main features of GFN-Diffusion #218

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josephdviviano opened this issue Nov 15, 2024 · 0 comments
Open

Add support for main features of GFN-Diffusion #218

josephdviviano opened this issue Nov 15, 2024 · 0 comments
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enhancement New feature or request help wanted Extra attention is needed

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josephdviviano commented Nov 15, 2024

https://github.com/GFNOrg/gfn-diffusion/tree/main

This paper introduces many new features in a library which we should aim to support:
https://arxiv.org/abs/2402.05098

The first main contribution of this paper is a unified library for diffusion-structured samplers. The library has a focus on off-policy methods (continuous GFlowNets) but also includes simulation-based variational objectives such as PIS. Using this codebase, we are able to benchmark methods from past work under comparable conditions and confirm claims about exploration strategies and desirable inductive biases, while calling into question other claims on robustness and sample efficiency. Our library also includes several new modeling and training techniques, and we provide preliminary evidence of their utility in possible future work.

@josephdviviano josephdviviano added enhancement New feature or request help wanted Extra attention is needed labels Nov 15, 2024
@josephdviviano josephdviviano self-assigned this Nov 15, 2024
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