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Title: GitHub - uiuctml/npc-models: Neural Probabilistic Circuit Models

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Description: Neural Probabilistic Circuit Models. Contribute to uiuctml/npc-models development by creating an account on GitHub.

Open Graph Description: Neural Probabilistic Circuit Models. Contribute to uiuctml/npc-models development by creating an account on GitHub.

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Multi-Task Learning (MTL)https://link.springer.com/article/10.1023/a:1007379606734
Concave-Convex Procedure (CCCP)https://proceedings.neurips.cc/paper/2016/hash/6c9882bbac1c7093bd25041881277658-Abstract.html
Residual Network (ResNet)https://openaccess.thecvf.com/content_cvpr_2016/html/He_Deep_Residual_Learning_CVPR_2016_paper.html
Attribute Bottleneck Model (ABM)https://arxiv.org/abs/2501.07021
Concept Bottleneck Model (CBM)https://proceedings.mlr.press/v119/koh20a
Concept Embedding Model (CEM)https://proceedings.neurips.cc/paper_files/paper/2022/hash/867c06823281e506e8059f5c13a57f75-Abstract-Conference.html
Deep Concept Reasoner (DCR)https://proceedings.mlr.press/v202/barbiero23a.html
https://patch-diff.githubusercontent.com/uiuctml/npc-models/blob/main/docs/npc-models/images/performance.png
Most Probable Explanations (MPE)https://ieeexplore.ieee.org/document/9363463
Counterfactual Explanations (CE)https://christophm.github.io/interpretable-ml-book/counterfactual.html
NPC Interpretation Utilityhttps://patch-diff.githubusercontent.com/uiuctml/npc-models#interpretability
NPC Paperhttps://arxiv.org/abs/2501.07021
https://patch-diff.githubusercontent.com/uiuctml/npc-models#project-hierarchy
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https://patch-diff.githubusercontent.com/uiuctml/npc-models#training-and-testing
NPC Paperhttps://arxiv.org/abs/2501.07021
NPC Paperhttps://arxiv.org/abs/2501.07021
Command Reference for NPC Modelshttps://patch-diff.githubusercontent.com/uiuctml/npc-models/blob/main/docs/npc-models/references/npc.md
Command Reference for Baseline Modelshttps://patch-diff.githubusercontent.com/uiuctml/npc-models/blob/main/docs/npc-models/references/baseline.md
https://patch-diff.githubusercontent.com/uiuctml/npc-models#interpretability
https://patch-diff.githubusercontent.com/uiuctml/npc-models#model-explanations
Most Probable Explanations (MPE)https://ieeexplore.ieee.org/document/9363463
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Command Reference for NPC Modelshttps://patch-diff.githubusercontent.com/uiuctml/npc-models/blob/main/docs/npc-models/references/npc.md
https://patch-diff.githubusercontent.com/uiuctml/npc-models#npc-interpretation-utility
NPC Paperhttps://arxiv.org/abs/2501.07021
https://patch-diff.githubusercontent.com/uiuctml/npc-models/blob/main/docs/npc-models/images/interpret.png
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