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03-Flow Matching and Conditional Flow Matchings

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META Flow Matching Problem Instead of learning the likelihood of the target like the
2025-06-09
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching

02-Flow model, Everything Before Flow Matching

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META Flow Models Before flow matching, flow models are hard to train, it entails sol
2025-06-08
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching

01-Overview of Flow Matching

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META 1 The Definition of the Velocity ODE Let’s consider a particle moving in the sp
2025-06-08
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching

AI Research--A Year of Ramblings​

The Beginning of Everything Today marks exactly one year since I became an amateur AI researcher. I still remember how disheartened I was with my circumstances back then. I was originally supposed to
2025-05-12
Life Moments
#Emotional #AI researcher #Independent Researcher

Why model.enable_input_require_grads()?

What happens when using LoRA? It starts with the error RuntimeError: element 0 of tensors does not require grad and does not have a grad_fn when you have part of the parameter
2025-05-12
LLM > Troubleshooting
#Deep Learning #AI

Differentiable Permutation Layer

Introduction Early in 2024, when I was still working on computer vision (CV), Mamba had just been introduced, and I saw many attempts to apply it to images. However, models like Mamba or RNN/SSM inhe
2025-05-08
Research Blogs
#Sequence models #Mamba #RNN

Rethinking R1-like Rule-based RL

Introduction
2025-05-08
Research Blogs
#LLM #Reasoning

01-EM Models

1 Simplifying Maxwell Equations Macroscopic Maxwell equations describes any EM waves, we thus need to start from these equations to build our model in a mixed dielectric media like photonic crystals.
2025-04-30
Optics > Nanophotonics
#Optics #Photonics

RLHF -- GRPO

RLHF – GRPO ongoing
2025-02-16
LLM > RLHF
#深度学习 #智能系统 #AIGC

RLHF -- DPO

RLHF – DPO ongoing
2025-02-16
LLM > RLHF
#深度学习 #智能系统 #AIGC
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