{"data":{"id":"85fbbb50-9abf-4063-8d79-58604bf33bad","title":"CVE-2022-41894: TensorFlow is an open source platform for machine learning. The reference kernel of the `CONV_3D_TRANSPOSE` TensorFlow…","summary":"The reference kernel of the `CONV_3D_TRANSPOSE` operator in TensorFlow Lite increments data_ptr by num_channels instead of output_num_channels when adding the bias. When input and output channel counts differ, this causes a buffer overflow if num_channels > output_num_channels. An attacker can craft a model with a chosen number of input channels to write specific values through the layer's bias outside the buffer bounds, but only when the reference kernel resolver is used in the interpreter.","solution":"Patched in GitHub commit 72c0bdcb25305b0b36842d746cc61d72658d2941. The fix will be included in TensorFlow 2.11, and the commit will be cherry-picked to TensorFlow 2.10.1, 2.9.3, and 2.8.4.","labels":["security"],"sourceUrl":"https://nvd.nist.gov/vuln/detail/CVE-2022-41894","publishedAt":"2022-11-19T03:15:17.523Z","cveId":"CVE-2022-41894","cweIds":["CWE-120"],"cvssScore":"7.1","cvssSeverity":"high","severity":"high","attackType":["other"],"issueType":"vulnerability","affectedPackages":["tensorflow@< 2.8.4 (fixed: 2.8.4)","tensorflow@>= 2.9.0, < 2.9.3 (fixed: 2.9.3)","tensorflow@>= 2.10.0, < 2.10.1 (fixed: 2.10.1)"],"affectedPackageNames":["tensorflow"],"affectedPackageRefs":["pypi:tensorflow"],"affectedVendors":["Google"],"affectedVendorsRaw":["TensorFlow","TensorFlow Lite"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":"TensorFlow Lite buffer overflow in CONV_3D_TRANSPOSE reference kernel","headlinePromptVersion":"h1","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":"unknown","epssScore":0.00586,"epssCheckedAt":"2026-11-04T12:08:33.690Z","kevDateAdded":null,"advisoryAliases":["GHSA-h6q3-vv32-2cq5"],"affectedPackagesSource":"ghsa","affectedPackagesCheckedAt":"2026-10-10T03:57:28.280Z","patchAvailable":true,"disclosureDate":null,"fixReleasedAt":"2022-11-16T18:44:24.219Z","daysToFix":-3,"fixCheckedAt":"2026-10-29T21:47:38.753Z","capecIds":["CAPEC-100"],"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","integrity","availability"],"aiComponentTargeted":"framework","llmSpecific":false,"classifierConfidence":0.95,"researchCategory":null,"atlasIds":null,"fixes":[{"ecosystem":"pypi","name":"tensorflow","fixedVersion":"2.10.1","matchedVersion":"2.10.1","fixReleasedAt":"2022-11-16T20:03:56.467Z","daysToFix":-3,"match":"ecosystem","source":"tracked","status":"found","checkedAt":"2026-10-29T21:47:38.602Z"},{"ecosystem":"pypi","name":"tensorflow","fixedVersion":"2.8.4","matchedVersion":"2.8.4","fixReleasedAt":"2022-11-16T18:44:24.219Z","daysToFix":-3,"match":"ecosystem","source":"tracked","status":"found","checkedAt":"2026-10-29T21:47:38.602Z"},{"ecosystem":"pypi","name":"tensorflow","fixedVersion":"2.9.3","matchedVersion":"2.9.3","fixReleasedAt":"2022-11-16T19:24:11.468Z","daysToFix":-3,"match":"ecosystem","source":"tracked","status":"found","checkedAt":"2026-10-29T21:47:38.602Z"}]}}