Paper Reading

Diffusion Model

Basic

[✔] "Deep Unsupervised Learning using Nonequilibrium Thermodynamics"
[---] "A Survey on Generative Diffusion Model"
[✔] "Denoising Diffusion Probabilistic Models"
[✔] "Generative Modeling by Estimating Gradients of the Data Distribution"
[✔] "Denoising Diffusion Implicit Models"
[✔] "Understanding Diffusion Models: A Unified Perspective"
[✔] "Score-based Generative Modeling Through Stochastic Differential Equations"

Planning

[ ] "Planning with Diffusion for Flexible Behavior Synthesis"

Polished DM

[ ] "gDDIM"
[ ] "DEIS"
[--] "Score-based Generative Modeling with Critically-Damped Langevin Diffusion"

Hot/Recent

[✔] "Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise"
[✔] "Blurring Diffusion Model" (bridge blurring (cold) and noise-adding (heat) diffusion)
[ ] "Elucidating the Design Space of Diffusion-Based Generative Models"
[ ] "Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning"

Conditional

[--] "Denoising Diffusion Restoration Models"
[ ] "SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations"
[ ] "LISA: Learning Interpretable Skill Abstractions from Language"

3D / 4D

[ ] "3D Shape Generation and Completion through Point-Voxel Diffusion"
[ ] "Diffusion Probabilistic Models for 3D Point Cloud Generation"
[--] "Video Diffusion Model"
[ ] "MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model"

Other Applications

[ ] "Label-Efficient Semantic Segmentation with Diffusion Models"
[ ]

[ ] PixelDefend: Leveraging Generative Models to Understand and Defend against Adversarial Examples

Robot Learning

Implicit-NeRF + Robotics

Reinforcement Learning

Meta-Learning

NLP

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