~/talks

Mihai Maruseac

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titleconferencedate
Taming ML’s Wild West: Practical Model Signing with Sigstore on KaggleAI By the Bay 20252025-11-17
Practical steps for attesting model integrity: use the Python library model-signing (pip install model-signing) with Sigstore to create short‑lived OIDC-backed…
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From Model To Trust: Building Upon Tamper-proof ML Metadata RecordsPyTorch Conference 20252025-10-22
Demonstrates a working system that cryptographically signs bundles of ML artifacts (models, datasets, model cards) using OpenSSF Model Signing, produces…
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Strengthening Software Supply Chains: Harmonizing SLSA Provenance and SPDX SBOM for Better AdoptionOpen Source Summit North America 20252025-06-23
SLSA provenance ties each build to its workflow while SPDX SBOM lists every component; together they pinpoint what went into an artifact, who built it, and how…
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Taming the Wild West of ML: Practical Model Signing with Sigstore on KaggleDevConf.CZ 20252025-06-12
Train a simple TensorFlow/Keras digit model, upload to a hub, show an attacker tampering with a saved checkpoint and causing a malicious or crashing model…
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End-to-End Secure ML DevelopmentSOSS Fusion 20242024-10-22
Covers an end-to-end recipe that actually signs and verifies models using model signing with six store and logs inclusion proofs so model hubs can verify…
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We Know Security but How Do We Secure GenAI End-to-End?SOSS Community Day Europe 20242024-09-19
Claims concrete fixes: sign models at train time, hash formats the same way used for signatures, and generate salsa provenance for each training cycle (data…
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ML Model Signing: Cryptographically Paving the Way to Provenance in Machine Learning ModelsSOSS Community Day Europe 20242024-09-19
An open source library creates a signed manifest of every file or hash shards inside an ML model, converts that manifest to an in-toto payload and records the…
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End-to-end secure ML DevelopmentCarolina Code Conference 20242024-08-23
Demonstrates concrete defenses: Sigstore short-lived signatures for gigabyte‑scale models, a model‑signing library that hashes checkpoints deterministically…
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Model transparency for AI/ML securityScale By the Bay 20232023-11-13
Claims that model supply chain compromise rises alongside a >700% YoY jump in supply‑chain attacks and that real malicious LLMs already exist, and demonstrates…
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Bazel RulesBazelCon 20232023-10-24
Project converts 250,000 lines of native Java (380k with tests) into Starlark where current rule code is ~10,000 lines of Starlark, moving outer rule defs…
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Secure your Bazel artifacts using SLSABazelCon 20232023-10-24
With a 700+% YoY increase in supply chain attacks the project automates SLSA provenance for Bazel builds via a GitHub Actions reusable workflow that runs…
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Where Is the GUAC?SupplyChainSecurityCon @ OSS NA 20232023-05-10
GUAC ingests SBOMs and attestations (SPDX, CycloneDX, SALSA) from local folders or OCI into a knowledge graph and exposes it via GraphQL query layer and…
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It's Dangerous To SLSA Alone Out There! Take This Artifact Knowledge Graph!KubeCon + CloudNativeCon North America 20222022-10-24
A knowledge graph called guac ingests SBOMs, in-toto/SLSA attestations, Sigstore records and VEX feeds, correlates them in Neo4j and answers blast‑radius…
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