{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:FPRO7X6WIYBP3P6IQ3MJFECYRH","short_pith_number":"pith:FPRO7X6W","schema_version":"1.0","canonical_sha256":"2be2efdfd64602fdbfc886d892905889c390ab8924de18f784606662ada63a16","source":{"kind":"arxiv","id":"2506.21897","version":1},"attestation_state":"computed","paper":{"title":"One Video to Steal Them All: 3D-Printing IP Theft through Optical Side-Channels","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CR","authors_text":"Aaron P. Stebner, Animesh Chhotaray, Dymytriy Zyunkin, Fabricio Ceschin, Marco E. Garza, Raheem Beyah, Saman Zonouz, Twisha Chattopadhyay","submitted_at":"2025-06-27T04:34:07Z","abstract_excerpt":"The 3D printing industry is rapidly growing and increasingly adopted across various sectors including manufacturing, healthcare, and defense. However, the operational setup often involves hazardous environments, necessitating remote monitoring through cameras and other sensors, which opens the door to cyber-based attacks. In this paper, we show that an adversary with access to video recordings of the 3D printing process can reverse engineer the underlying 3D print instructions. Our model tracks the printer nozzle movements during the printing process and maps the corresponding trajectory into "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2506.21897","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2025-06-27T04:34:07Z","cross_cats_sorted":[],"title_canon_sha256":"3f2596ec10eb6ce69c0f9e5f57cb76df5abd78e2c4112a1af81b8ceb285d674d","abstract_canon_sha256":"b08db5bee294279bdd7d5cd9abf13cc616552ced96bbccb96a0aa3929c219c49"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:28:03.649865Z","signature_b64":"yv1XP3EJxHeNliKvfDYf6cRMjXnz7V/JKzMe+qvTRKtPhdy11adiF1H0IkgI1B/IG8Dpu4ajl0bWHm63FlrSCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2be2efdfd64602fdbfc886d892905889c390ab8924de18f784606662ada63a16","last_reissued_at":"2026-07-05T11:28:03.649358Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:28:03.649358Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"One Video to Steal Them All: 3D-Printing IP Theft through Optical Side-Channels","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CR","authors_text":"Aaron P. Stebner, Animesh Chhotaray, Dymytriy Zyunkin, Fabricio Ceschin, Marco E. Garza, Raheem Beyah, Saman Zonouz, Twisha Chattopadhyay","submitted_at":"2025-06-27T04:34:07Z","abstract_excerpt":"The 3D printing industry is rapidly growing and increasingly adopted across various sectors including manufacturing, healthcare, and defense. However, the operational setup often involves hazardous environments, necessitating remote monitoring through cameras and other sensors, which opens the door to cyber-based attacks. In this paper, we show that an adversary with access to video recordings of the 3D printing process can reverse engineer the underlying 3D print instructions. Our model tracks the printer nozzle movements during the printing process and maps the corresponding trajectory into "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.21897","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.21897/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2506.21897","created_at":"2026-07-05T11:28:03.649434+00:00"},{"alias_kind":"arxiv_version","alias_value":"2506.21897v1","created_at":"2026-07-05T11:28:03.649434+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.21897","created_at":"2026-07-05T11:28:03.649434+00:00"},{"alias_kind":"pith_short_12","alias_value":"FPRO7X6WIYBP","created_at":"2026-07-05T11:28:03.649434+00:00"},{"alias_kind":"pith_short_16","alias_value":"FPRO7X6WIYBP3P6I","created_at":"2026-07-05T11:28:03.649434+00:00"},{"alias_kind":"pith_short_8","alias_value":"FPRO7X6W","created_at":"2026-07-05T11:28:03.649434+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH","json":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH.json","graph_json":"https://pith.science/api/pith-number/FPRO7X6WIYBP3P6IQ3MJFECYRH/graph.json","events_json":"https://pith.science/api/pith-number/FPRO7X6WIYBP3P6IQ3MJFECYRH/events.json","paper":"https://pith.science/paper/FPRO7X6W"},"agent_actions":{"view_html":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH","download_json":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH.json","view_paper":"https://pith.science/paper/FPRO7X6W","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2506.21897&json=true","fetch_graph":"https://pith.science/api/pith-number/FPRO7X6WIYBP3P6IQ3MJFECYRH/graph.json","fetch_events":"https://pith.science/api/pith-number/FPRO7X6WIYBP3P6IQ3MJFECYRH/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH/action/timestamp_anchor","attest_storage":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH/action/storage_attestation","attest_author":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH/action/author_attestation","sign_citation":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH/action/citation_signature","submit_replication":"https://pith.science/pith/FPRO7X6WIYBP3P6IQ3MJFECYRH/action/replication_record"}},"created_at":"2026-07-05T11:28:03.649434+00:00","updated_at":"2026-07-05T11:28:03.649434+00:00"}