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Insights: KindXiaoming/pykan
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4 Pull requests merged by 3 people
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Fix the bugs bugs when the prune function is called in tutorials
#345 merged
Jul 15, 2024 -
[Fix]Update KAN.py
#330 merged
Jul 12, 2024 -
[fix] Update API_3_grid.ipynb to make it runs correctly
#326 merged
Jul 12, 2024 -
fixed a few bugs with device assignment
#315 merged
Jul 10, 2024
2 Pull requests opened by 1 person
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Random seed
#321 opened
Jul 11, 2024 -
methods default lr unless specified
#342 opened
Jul 15, 2024
136 Issues closed by 6 people
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KAN overrides `nn.Module` `train()`
#6 closed
Jul 14, 2024 -
Intel MKL ERROR: Parameter 4 was incorrect on entry to SGELSY.
#338 closed
Jul 14, 2024 -
Runtime error , tensor size
#332 closed
Jul 14, 2024 -
A question about model.plot() method
#70 closed
Jul 14, 2024 -
FYI: convolutional layer with KAN
#145 closed
Jul 14, 2024 -
$$$ When we talk about KAN, what exactly are we talking about? 当我们谈论KAN时,我们到底在谈论什么?
#86 closed
Jul 14, 2024 -
hellokan.ipynb returns NaN instead of formula.
#179 closed
Jul 14, 2024 -
Hi! I made a KAN-based diffusion model, with quite good results
#160 closed
Jul 14, 2024 -
out of memory if I use kanlayer replacing mlp in nano-gpt
#39 closed
Jul 14, 2024 -
How to apply KAN on Computer Vision
#9 closed
Jul 14, 2024 -
Э хуй
#40 closed
Jul 14, 2024 -
Cut off all the branches
#149 closed
Jul 14, 2024 -
A simple KAN model
#158 closed
Jul 14, 2024 -
About solve PDE by KAN
#164 closed
Jul 14, 2024 -
how fix_symbolic is implemented
#167 closed
Jul 14, 2024 -
Odd behavior of training process in almost-machine-precision function fitting.
#154 closed
Jul 14, 2024 -
FastKAN approximates KANs with RBFs achieving 3+ times acceleration
#141 closed
Jul 14, 2024 -
Are KANs RBF Networks?
#162 closed
Jul 14, 2024 -
大神的上帝视角看KAN
#168 closed
Jul 14, 2024 -
Overfitting issue
#165 closed
Jul 14, 2024 -
How exactly KAN can better interpreted than MLP?
#175 closed
Jul 14, 2024 -
Why model weights can't be loaded.
#178 closed
Jul 14, 2024 -
KAN VS MLP for Motor Imagery BCI classification
#183 closed
Jul 14, 2024 -
KANvolver leads to 99.5% accuracy on MNIST dataset
#180 closed
Jul 14, 2024 -
KAN takes significant time to infer by CUDA?
#185 closed
Jul 14, 2024 -
KAN for images?
#88 closed
Jul 14, 2024 -
How to train other datasets with KAN
#143 closed
Jul 14, 2024 -
(not issue) (question) Approximation Abilitiy / 拟合能力
#73 closed
Jul 14, 2024 -
Has anyone tested some functions other than basic functions?
#104 closed
Jul 14, 2024 -
RuntimeError with einsum() in Tensor Operations
#95 closed
Jul 14, 2024 -
Can anybody share some fail cases, including B-spline images and parameters(grid&k). Thanks
#100 closed
Jul 14, 2024 -
Grid learning with gradient descent
#102 closed
Jul 14, 2024 -
Can someone help me figure out how to change the MLP structure here to a KAN structure?
#93 closed
Jul 14, 2024 -
Alternative Function Approximation Methods? In Re: Performance
#112 closed
Jul 14, 2024 -
Corresponding explanation
#109 closed
Jul 14, 2024 -
About P10 Toy example: staricase-like loss curves
#119 closed
Jul 14, 2024 -
CPU without cuda problem
#96 closed
Jul 14, 2024 -
"How do I work with binary classification?"
#120 closed
Jul 14, 2024 -
Example_1_function_fitting
#118 closed
Jul 14, 2024 -
Ikeda Map Learning
#103 closed
Jul 14, 2024 -
Extracting symbolic activation functions
#116 closed
Jul 14, 2024 -
Is it okay to use KAN for something other than PDE calculations, like MLP?
#131 closed
Jul 14, 2024 -
add plt.savefig(f'{folder}/'+file_name) in plot()(Kan.py) and save fig
#114 closed
Jul 14, 2024 -
fyi - Kansformers: Transformers using KANs
#133 closed
Jul 14, 2024 -
Hierarchical learning with KAN
#140 closed
Jul 14, 2024 -
Can you give me some tips about the "2n + 1" in Eq. 2.1
#60 closed
Jul 14, 2024 -
ugly modify fit_params() in utils.py to use symbolic (in ex3 moon case)
#130 closed
Jul 14, 2024 -
Error AssertionError: Torch not compiled with CUDA enabled with PC only
#121 closed
Jul 14, 2024 -
ERROR after update pykan
#127 closed
Jul 14, 2024 -
I think "hence beating curse of dimensionality" P8 a little unconvincing
#68 closed
Jul 14, 2024 -
fit to f(x)=x^-1
#90 closed
Jul 14, 2024 -
How to Extract Predicted Values
#101 closed
Jul 14, 2024 -
unexpected results
#85 closed
Jul 14, 2024 -
Embedded image URL is time limited.
#15 closed
Jul 14, 2024 -
Low R^2 Scores in KAN Model Regression
#44 closed
Jul 14, 2024 -
which page of Carl Book does the equation of P8 line 2 follow from?
#78 closed
Jul 14, 2024 -
About some concerns for integration of KAN into regular NN
#71 closed
Jul 14, 2024 -
I am pessimistic about 'extracting symbolic representations through regression'.
#23 closed
Jul 14, 2024 -
MNIST Example
#18 closed
Jul 14, 2024 -
Is it only suitbale for small-scale model?
#59 closed
Jul 14, 2024 -
The purpose of KAN class and pykan is unclear.
#28 closed
Jul 14, 2024 -
Not issue, to KAN-er, a minimum-kan.py share with you guys. just 60+ lines. for study...
#64 closed
Jul 14, 2024 -
Is KAN 10X slower per step of training, or does it need 10X many steps to converge?
#38 closed
Jul 14, 2024 -
Graph Neural Network version of Kolmogorov Arnold Networks (GraphKAN)
#37 closed
Jul 14, 2024 -
[DOCS] Improve installation process
#48 closed
Jul 14, 2024 -
RuntimeError. Problems with dimensions.
#21 closed
Jul 14, 2024 -
Test ai
#45 closed
Jul 14, 2024 -
What does George-Lorentz Varian mean to KAN?
#35 closed
Jul 14, 2024 -
FourierSynthKan?
#34 closed
Jul 14, 2024 -
loss_fn by default is Mean Squared Error (MSE), not Root Mean Squared Error (RMSE)?
#32 closed
Jul 14, 2024 -
a improve about Unsupervised learning
#29 closed
Jul 14, 2024 -
pykan for Julia (Jukan)?
#3 closed
Jul 14, 2024 -
Please provide a description of the basis functions B_i
#11 closed
Jul 14, 2024 -
Cannot reproduce the results of hellokan.ipynb in the latest Python environment.
#188 closed
Jul 14, 2024 -
One example of obtaining symbolic function by using KAN
#189 closed
Jul 14, 2024 -
KAN for Vision Transformer
#191 closed
Jul 14, 2024 -
UnboundLocalError: local variable 'alpha_mask' referenced before assignment
#192 closed
Jul 14, 2024 -
Why use SiLU before residual connection
#198 closed
Jul 14, 2024 -
Q: How to get a specific activation function's equation?
#197 closed
Jul 14, 2024 -
P10 Toy example: when the grid line reaches 200, it is inconsistent with the results of the paper.
#201 closed
Jul 14, 2024 -
Using Symbolic formula
#209 closed
Jul 14, 2024 -
Symbolic Formula predicts worse than model itself
#206 closed
Jul 14, 2024 -
I already seed, but the result also show difference.
#210 closed
Jul 14, 2024 -
Is KAN particularly not good at fitting the multiplication operations?
#212 closed
Jul 14, 2024 -
Loss suddenly become Nan during training process.
#218 closed
Jul 14, 2024 -
Proof of the Theorem 2.1
#213 closed
Jul 14, 2024 -
How can Train KAN on batches of data
#214 closed
Jul 14, 2024 -
Training KAN on a diabetes classification dataset
#217 closed
Jul 14, 2024 -
Can KAN be used to identify PDE and then solve the PDE?
#219 closed
Jul 14, 2024 -
how can I store model parameters ?
#220 closed
Jul 14, 2024 -
What does `reg` mean when training?
#221 closed
Jul 14, 2024 -
What KAN I say,MLP out
#222 closed
Jul 14, 2024 -
How can I get the output if the given layer ?
#223 closed
Jul 14, 2024 -
Performance of KAN in some image classification datasets
#224 closed
Jul 14, 2024 -
How to Use Multi-GPU?
#231 closed
Jul 14, 2024 -
How to do cross validation using KAN?
#234 closed
Jul 14, 2024 -
in initialize_from_another_model, the act_fun coef have been calculate twice.
#235 closed
Jul 14, 2024 -
PDE Solving Demo?
#239 closed
Jul 14, 2024 -
which types of images could be better recognised using KAN approach?
#248 closed
Jul 14, 2024 -
Pruning doesn't work for me
#240 closed
Jul 14, 2024 -
Pytorch bug
#242 closed
Jul 14, 2024 -
Kan is unfriendly to binary input
#246 closed
Jul 14, 2024 -
Misleading Results for Knot Theory Invariants Data
#249 closed
Jul 14, 2024 -
Binary Classification
#255 closed
Jul 14, 2024 -
KAN for Graph Convolutional Network in Collaborative Filtering (FourierKAN-GCF)
#256 closed
Jul 14, 2024 -
Why is it that when I run hellokan, it runs so much differently than expected
#258 closed
Jul 14, 2024 -
There may have an gramma problem in hellokan.ipynb
#259 closed
Jul 14, 2024 -
Pruning sometimes results in nans
#269 closed
Jul 14, 2024 -
to check
#270 closed
Jul 14, 2024 -
How to print and save the loss of KANs during each epoch?
#272 closed
Jul 14, 2024 -
大佬,这个是啥问题
#280 closed
Jul 14, 2024 -
PyTorch version
#281 closed
Jul 14, 2024 -
sympy好像没有arcsin,sympy好像是有asin
#286 closed
Jul 14, 2024 -
model(dataset['train_input'])
#294 closed
Jul 14, 2024 -
Example 10: Use of lock for Relativity Addition
#295 closed
Jul 14, 2024 -
Any journal article for the KAN
#298 closed
Jul 14, 2024 -
KAN for multi outputs?
#299 closed
Jul 14, 2024 -
Error sometimes, get: torch._C._LinAlgError: torch.linalg.lstsq:
#300 closed
Jul 14, 2024 -
Trouble using symbolic_formula for binary classification
#301 closed
Jul 14, 2024 -
Is it recommended to use LBFGS vs Adam?
#302 closed
Jul 14, 2024 -
'KAN' module object is not callable
#304 closed
Jul 14, 2024 -
RMSE or MSE?
#305 closed
Jul 14, 2024 -
Batch size incorrect
#307 closed
Jul 14, 2024 -
Can't import create_dataset
#312 closed
Jul 14, 2024 -
AttributeError: 'MultKAN' object has no attribute 'mask'
#313 closed
Jul 14, 2024 -
AttributeError: 'float' object has no attribute 'to'
#329 closed
Jul 14, 2024 -
Scaling law often cause nan training loss when extend grids.
#314 closed
Jul 14, 2024 -
Does it make sense to have multiple layers of KAN?
#317 closed
Jul 14, 2024 -
NameError: name 'create_dataset' is not defined
#333 closed
Jul 14, 2024 -
Loading a trained model.
#322 closed
Jul 13, 2024
17 Issues opened by 16 people
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pykan 0.2.1 : Some errors
#343 opened
Jul 15, 2024 -
miss sum_symbol.png
#341 opened
Jul 15, 2024 -
Kan structure still same after prunning and problem with continue training (hellokan)
#340 opened
Jul 15, 2024 -
Trouble Replotting Symbolically Fixed Spline from Equation
#339 opened
Jul 14, 2024 -
tensor error (wrapper_CUDA_bmm)
#337 opened
Jul 14, 2024 -
Trouble Running "Hello, KAN!" Code: SyntaxError in MultKAN.py
#336 opened
Jul 14, 2024 -
Syntax error from MultKAN.py
#335 opened
Jul 14, 2024 -
something wrong
#334 opened
Jul 14, 2024 -
'float' object has no attribute 'to' and Error retrieving source code
#331 opened
Jul 12, 2024 -
Can `MultKAN` support MLP Layer combine with KAN Layer?
#327 opened
Jul 12, 2024 -
ImportError: DLL load failed while importing _spropack: The specified procedure could not be found.
#320 opened
Jul 11, 2024 -
Pykan PLOT not working in Colab anymore
#319 opened
Jul 10, 2024 -
Reproduce the result of symbolic regression
#318 opened
Jul 10, 2024 -
Is it possible to specify an initial guess as input for parametric curve fitting ?
#316 opened
Jul 10, 2024
22 Unresolved conversations
Sometimes conversations happen on old items that aren’t yet closed. Here is a list of all the Issues and Pull Requests with unresolved conversations.
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关于symbolic regression报错的问题
#287 commented on
Jul 10, 2024 • 0 new comments -
How to support complex data type?
#87 commented on
Jul 10, 2024 • 0 new comments -
In KAN.train method, how batch size works?
#277 commented on
Jul 11, 2024 • 0 new comments -
RuntimeError
#309 commented on
Jul 14, 2024 • 0 new comments -
Apply the trained KAN model to new data
#297 commented on
Jul 14, 2024 • 0 new comments -
回归关系式除0的问题,以及回归出来的关系式存在根号下负值的问题
#289 commented on
Jul 14, 2024 • 0 new comments -
Adam Optimizer problem
#288 commented on
Jul 14, 2024 • 0 new comments -
Copying KAN models
#285 commented on
Jul 14, 2024 • 0 new comments -
Kernel Dying while training KAN
#284 commented on
Jul 14, 2024 • 0 new comments -
initialize_from_another_model ERROR
#275 commented on
Jul 14, 2024 • 0 new comments -
Reproduce the results of demo
#254 commented on
Jul 14, 2024 • 0 new comments -
Very high GPU usage,please help me!!!
#232 commented on
Jul 14, 2024 • 0 new comments -
Improve on a symbolic function
#79 commented on
Jul 14, 2024 • 0 new comments -
Not issue: code optimization
#24 commented on
Jul 14, 2024 • 0 new comments -
Wierd Runtime error
#46 commented on
Jul 14, 2024 • 0 new comments -
`__init__.py` missing when installing from pip
#139 commented on
Jul 14, 2024 • 0 new comments -
Strange behaviour of very trivial toy example
#99 commented on
Jul 14, 2024 • 0 new comments -
Hands on in in-house dataset - Bad performance on M1 Max
#94 commented on
Jul 14, 2024 • 0 new comments -
tf version
#106 commented on
Jul 14, 2024 • 0 new comments -
Error when calling plot or fix symbolic because acts is not an attribute
#157 commented on
Jul 14, 2024 • 0 new comments -
KAN Experiment on an Unknown Function
#276 commented on
Jul 15, 2024 • 0 new comments -
Tensor size mismatch due to scaling
#311 commented on
Jul 16, 2024 • 0 new comments