Bytes to Threats: Byte-Sequence Transformer for Malware Detection

Existing malware detection approaches heavily rely on handcrafted features derived from static or dynamic analysis of the executable files. These methods require specialized domain expertise, dedicated analysis tools, and time-consuming analysis, which limits their scalability and robustness in t...

CT0: Cybersecurity Transformer

General-purpose frontier models are large, expensive to run, and increasingly reluctant to engage with authorised defensive- and offensive-security work. We ask the opposite question: how small can a cybersecurity-specialist transformer be while remaining genuinely useful to a security...

CVE-2026-108096

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

EUVD-2026-95936

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

CVE-2026-108096 Improper authorization in query resolvers for SQL-backed models in AWS Amplify API Category

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

CVE-2026-108096

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

@aws-amplify/amplify-category-api (>=5.8.0, <=5.15.7), @aws-amplify/amplify-container-hosting (>=2.6.0-ampgenconfig.0, <=2.8.27) +13 more potentially affected by CVE-2026-108096 via @aws-amplify/graphql-index-transformer (>=2.2.0, <=3.1.1)

@aws-amplify/graphql-index-transformer NPM version =2.2.0, =5.8.0, =2.6.0-ampgenconfig.0, =1.8.4-rc.2def814808.0, =11.0.0-ampgenconfig.0, =3.2.0, =0.1.1-raven.0, =2.2.0, =1.3.0, =0.1.0-alpha.0, =3.1.13-stack-limits.3, =2.5.4-beta.0, =2.5.4-cdkv2.3 - testtransformerlambda 1.0.0 Source cves:...

CVE-2026-108096 Improper authorization in query resolvers for SQL-backed models in AWS Amplify API Category

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

CVE-2026-108096

The AWS Amplify API Category contains an improper authorization vulnerability in the query resolvers generated by the @aws-amplify/graphql-index-transformer component. This flaw exists in versions prior to 3.1.2 and allows an authenticated remote user to read records owned by other users within t...

CVE-2026-108096 Improper authorization in query resolvers for SQL-backed models in AWS Amplify API Category

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

CVE-2026-108096: Authorization Bypass Through User-Controlled Key

Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category before 3.1.2 might allow an authenticated remote user to read records owned by other users of the same application via crafted queries. This issue has been addressed in...

PT-2026-109295

Name of the Vulnerable Software and Affected Versions @aws-amplify/graphql-index-transformer versions prior to 3.1.2 Description Improper authorization in the query resolvers generated by @aws-amplify/graphql-index-transformer in AWS Amplify API Category may allow an authenticated remote user to...

org.webjars.npm:chai-enzyme (0.6.1), org.webjars.npm:hashish (0.0.4) +5 more potentially affected by CVE-2026-107353 via org.webjars.npm:traverse (0.6.7)

org.webjars.npm:traverse MAVEN version 0.6.7 is affected by a known vulnerability. The following packages have a transitive dependency on org.webjars.npm:traverse and may be impacted: - org.webjars.npm:chai-enzyme 0.6.1 - org.webjars.npm:hashish 0.0.4 - org.webjars.npm:json-to-json-transformer...

Systematically Optimized CNN-Transformer with Focal Loss for Imbalanced Intrusion Detection on NSL-KDD

Intrusion Detection Systems IDS struggle with imbalanced datasets like NSL-KDD, especially in detecting rare R2L and U2R attacks. This work describes a systematically optimized and explainable framework using a CNN-Transformer architecture to improve performance on highly imbalanced data. We...

Certified Mechanistic Edits: Behavioral Guarantees for Skill Removal and Preservation

Mechanistic edits ablations, weight edits, activation steering are the standard tools for unlearning a harmful capability from a neural network while preserving useful ones. Current approaches validate their effects only by testing, which can never cover an entire continuous region of inputs. Pri...

aiohttp-ext-auth (>=0.1.1, <=0.1.2), ais-dom (>=0.76.5, <=0.91.5) +34 more potentially affected by CVE-2026-102270 via pyjwt (1.6.4)

pyjwt PYPI version 1.6.4 is affected by a known vulnerability. The following packages have a transitive dependency on pyjwt and may be impacted: - aiohttp-ext-auth =0.1.1, =0.76.5, =0.0.1, =0.0.1, =0.4.0, =1.0.0, =0.0.19, =0.5.0, =1.1.7, =0.31.0, =0.0.1, =0.0.2, =0.1.0 and more Source cves:...

DeBERTa-ConPara: Attack-Aware and Deployment-Realistic Detection of AI-Generated Text

Robust detection of AI-generated text under deployment conditions is challenging: distribution shifts across domains and generators, adversarial perturbations of the input surface, and the absence of target-domain labels for threshold calibration all degrade detectors that perform well in-domain...

Backdoor Containment Via Expert Quarantine and Shutdown in LLMs

Backdoored large language models LLMs can behave normally on benign inputs while producing attacker-specified outputs under hidden triggers. Existing defenses span four stages--prior-training, in-training, post-training, and inference-time--and share one of two underlying strategies: either...

aiohttp-ext-auth (>=0.1.1, <=0.1.2), ais-dom (>=0.76.5, <=0.91.5) +34 more potentially affected by CVE-2026-102269 via pyjwt (1.6.4)

pyjwt PYPI version 1.6.4 is affected by a known vulnerability. The following packages have a transitive dependency on pyjwt and may be impacted: - aiohttp-ext-auth =0.1.1, =0.76.5, =0.0.1, =0.0.1, =0.4.0, =1.0.0, =0.0.19, =0.5.0, =1.1.7, =0.31.0, =0.0.1, =0.0.2, =0.1.0 and more Source cves:...

aiohttp-ext-auth (>=0.1.1, <=0.1.2), ais-dom (>=0.76.5, <=0.91.5) +34 more potentially affected by CVE-2026-102268 via pyjwt (1.6.4)

pyjwt PYPI version 1.6.4 is affected by a known vulnerability. The following packages have a transitive dependency on pyjwt and may be impacted: - aiohttp-ext-auth =0.1.1, =0.76.5, =0.0.1, =0.0.1, =0.4.0, =1.0.0, =0.0.19, =0.5.0, =1.1.7, =0.31.0, =0.0.1, =0.0.2, =0.1.0 and more Source cves:...