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
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