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aleximmer
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Laplace
Laplace approximations for Deep Learning.
https://aleximmer.github.io/Laplace
MIT License
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test_full_hess_curvlinops_vs_asdl of "regression" loss failed in Python 3.11
#154
Yuxin-99
closed
3 months ago
2
Implement heteroscedastic Laplace
#153
wiseodd
opened
3 months ago
0
Add linting and formatting via `ruff`
#152
runame
closed
3 weeks ago
1
Point to curvlinops master branch in setup.cfg
#151
wiseodd
closed
3 months ago
0
Failing tests: KFACLinearOperator object has no attribute _mapping
#150
elcorto
closed
3 months ago
4
Optimize `torch.func` full/diag GGN/Fisher-MC
#149
wiseodd
opened
3 months ago
0
Add native serialization support
#148
wiseodd
closed
3 months ago
6
Fix defaults and suggestions
#147
aleximmer
opened
4 months ago
2
Add Curvlinops backend & add default `functorch` implementations of many curvature quantities
#146
wiseodd
closed
3 months ago
1
Add fast computation of functional_variance for DiagLLLaplace and KronLLLaplace
#145
wiseodd
closed
5 days ago
0
Bringing laplace-torch to foundation-model era
#144
wiseodd
closed
2 months ago
9
Using Laplace approximation for LSTMs as base models
#143
keyvan-amiri
opened
5 months ago
9
Laplace predictive uncertainty remaining almost constant across samples
#142
nilsleh
closed
4 months ago
9
underconfident predictions
#141
Snowmanda
closed
5 months ago
2
Saving a laplace approximation module after `fit`
#140
PaulScemama
closed
5 months ago
2
How can I use pretrained models with inplace ReLUs?
#139
arunpatro
closed
4 months ago
1
Last Layer Laplace predictions could be computed much faster and becomes problematic for large label classification.
#138
charlio23
closed
5 days ago
3
Accuracy with NN drops, compared to GLM
#137
StaelTchinda
closed
8 months ago
5
Add support for diagonal Kronecker factors in `Kron` matrix class
#136
runame
closed
10 months ago
2
Running metrics
#135
wiseodd
closed
10 months ago
3
Add `asdl_fisher_kwargs` argument
#134
runame
closed
11 months ago
5
Computing the classification BMA, i.e. average of softmaxes, online.
#133
wiseodd
closed
11 months ago
0
Add support for cross entropy loss inputs with multiple leading dimensions
#132
runame
closed
11 months ago
0
How to obtain the uncertainty scores per sample for a classification task?
#131
h-jia
closed
11 months ago
2
Implement support for BCEWithLogitsLoss
#130
wiseodd
opened
11 months ago
2
Remove `kfac_conv` argument for compatibility with current ASDL main branch
#129
runame
closed
12 months ago
0
Laplace Subnetwork with timm library model
#128
nilsleh
opened
1 year ago
6
Can't use subnetwork inference on custom module
#127
ruili-pml
opened
1 year ago
6
Error in Multitask regression case
#126
UtkarshMitta
closed
1 year ago
2
Replacing `torch.einsum()` with `opt_einsum`
#125
Heatdh
closed
1 year ago
0
github actions / poetry
#124
vincentberenz
closed
2 months ago
0
Add `prior_structure` argument to `optimize_prior_precision`
#123
runame
closed
10 months ago
3
Weird issue when Laplace is inside class/function
#122
wiseodd
closed
3 months ago
2
Add `KronDecomposed.diag()` feature
#121
aleximmer
closed
1 year ago
1
Enable BayesOpt
#120
wiseodd
closed
1 year ago
9
Are customized loss functions/layers supported?
#119
zzpustc
opened
1 year ago
2
[Discussion] Last-layer Laplace for img2img problem
#118
wiseodd
opened
1 year ago
6
Fix device and dtype of `block_diag` used for `Kron.to_matrix()`
#117
runame
closed
1 year ago
0
Per-layer prior precision for linear last layer
#116
jonasvj
closed
1 year ago
2
Backend issues when using default backend and kron or diagonal Hessian Structure on Mac
#115
MJordahn
closed
1 year ago
1
Feature Request - Implementation for BERT
#114
Nikola12344
closed
2 months ago
3
Using Laplace with purely convolutional networks for Image Regression Tasks
#113
icetube23
closed
1 year ago
2
Make last-layer Jacobians agnostic to NN output shape
#112
runame
closed
1 year ago
0
Help for Running Laplace on Image Segmentation Tasks
#111
SouLeo
opened
1 year ago
4
Computation Hessian GGN
#110
nilsleh
closed
1 year ago
2
Subnetwork and Marginal Likelihood for Prior Precision estimation
#109
georgezefko
opened
1 year ago
13
The role of the prior
#108
ArturPrzybysz
opened
1 year ago
1
BCEWithLogitsLoss (Binary) Classification Support?
#107
dan-sprague
closed
1 year ago
1
Implement (last-layer) refinement
#106
aleximmer
opened
2 years ago
0
Add default Jacobians and individual gradients to curvature
#105
aleximmer
closed
3 months ago
1
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