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diff --git a/tools/nn/_index.md b/tools/nn/_index.md
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+title = "Neural Net Verification Tools"
+layout = "section"
++++
+
+This page lists all of the Neural Net Verification tools on this site in alphabetical order.
+Click a tool name in the first column to view tool details. 
+Click a colorful item in the second column to view all the tools for which that term applies.
+Item colors mean nothing and are intended to make it easy to skim the page. 
+Colors are generated by hashing each term's name and converting it to RGB color values.
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diff --git a/tools/nn/dnnf.md b/tools/nn/dnnf.md
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+title = 'DNNF'
+subtitle = 'Deep Neural Network Falsification'
+links = [
+	{ title = "Homepage", url = "https://dnnf.readthedocs.io/en/latest/", icon = 'fa-solid fa-home' },
+	{ title = "Source Code", url = "https://github.com/dlshriver/dnnf", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = ["MIT"]
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
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+
+DNNF is a tool for applying falsification methods such as adversarial attacks to the checking of DNN correctness problems. 
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diff --git a/tools/nn/dnnv.md b/tools/nn/dnnv.md
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+title = 'DNNV'
+subtitle = 'Deep Neural Network Verifier'
+links = [
+	{ title = "Homepage", url = "https://docs.dnnv.org/en/stable/", icon = 'fa-solid fa-home' },
+	{ title = "Source Code", url = "https://github.com/dlshriver/dnnv", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = ["MIT"]
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
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+
+A framework for verification and analysis of deep neural networks.
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diff --git a/tools/nn/fmdnn.md b/tools/nn/fmdnn.md
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+title = 'FMDNN'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/abj-paul/FMDNN", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = []
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+ Formal Method based DNN verification 
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diff --git a/tools/nn/incremental-dnn-verification.md b/tools/nn/incremental-dnn-verification.md
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+title = 'Incremental Neural Network Verifiers'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/uiuc-arc/Incremental-DNN-Verification", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = ["MIT"]
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+ Incremental Verifiers for Neural Networks 
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diff --git a/tools/nn/ivan.md b/tools/nn/ivan.md
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+title = 'IVAN'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/uiuc-focal-lab/IVAN", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = []
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+Incremental Verification of DNNs
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diff --git a/tools/nn/verapak.md b/tools/nn/verapak.md
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+title = 'VeRAPAk'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/formal-verification-research/VERAPAK", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = ["MIT"]
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+VeRAPAk is an algorithmic framework for optimizing formal verification techniques for deep neural networks when it is used for verifying the local adversarial robustness property of classification problems.
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diff --git a/tools/nn/verifydnn.md b/tools/nn/verifydnn.md
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+++ b/tools/nn/verifydnn.md
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+title = 'verifyDNN'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/hunglequoc2001/verifyDNN", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = []
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+ Early Implementation of DNN verification algorithms 
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diff --git a/tools/nn/verifying-dnn.md b/tools/nn/verifying-dnn.md
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+title = 'Verifying-DNN'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/ShivamThukral/Verifying-DNN", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = []
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+ SMT Solvers to verify DNN 
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diff --git a/tools/nn/verigauge.md b/tools/nn/verigauge.md
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+++ b/tools/nn/verigauge.md
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+title = 'VeriGauge'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/AI-secure/VeriGauge", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = ["MIT"]
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+A united toolbox for running major robustness verification approaches for DNNs.
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diff --git a/tools/nn/veristable.md b/tools/nn/veristable.md
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+++ b/tools/nn/veristable.md
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+title = 'VeriStable'
+subtitle = 'Deep Neural Network Verifier'
+links = [	{ title = "Source Code", url = "https://github.com/veristable/veristable", icon = 'fa-solid fa-code' },
+]
+applications = ["Neural Net Verifier"]
+developers = []
+licenses = []
+inputs = []
+interfaces = ["CLI"]
+maintenance = ["Actively Maintained"]
+draft = false
+date = 2025-08-22
++++
+
+ Harnessing Neuron Stability to Improve DNN Verification 
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