{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:OOR477SWFTAXXROFGMOTPQVTZX","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"639316493d361836009e954e8277ffb311654be5fd4fd92119991876d2e2c5a3","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-11-22T17:26:21Z","title_canon_sha256":"bf5f66e47550456f071b80318d1a99879393991222e068d8cb6f972383e80d47"},"schema_version":"1.0","source":{"id":"2111.11368","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2111.11368","created_at":"2026-07-05T03:34:02Z"},{"alias_kind":"arxiv_version","alias_value":"2111.11368v1","created_at":"2026-07-05T03:34:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2111.11368","created_at":"2026-07-05T03:34:02Z"},{"alias_kind":"pith_short_12","alias_value":"OOR477SWFTAX","created_at":"2026-07-05T03:34:02Z"},{"alias_kind":"pith_short_16","alias_value":"OOR477SWFTAXXROF","created_at":"2026-07-05T03:34:02Z"},{"alias_kind":"pith_short_8","alias_value":"OOR477SW","created_at":"2026-07-05T03:34:02Z"}],"graph_snapshots":[{"event_id":"sha256:50b660fd14ccc7826f18c4abb4f7f863feab4b9c2c2fa9805ca18adf1388b495","target":"graph","created_at":"2026-07-05T03:34:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2111.11368/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep neural network-based image classification can be misled by adversarial examples with small and quasi-imperceptible perturbations. Furthermore, the adversarial examples created on one classification model can also fool another different model. The transferability of the adversarial examples has recently attracted a growing interest since it makes black-box attacks on classification models feasible. As an extension of classification, semantic segmentation has also received much attention towards its adversarial robustness. However, the transferability of adversarial examples on segmentation","authors_text":"Hengshuang Zhao, Jindong Gu, Philip Torr, Volker Tresp","cross_cats":["eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-11-22T17:26:21Z","title":"Adversarial Examples on Segmentation Models Can be Easy to Transfer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2111.11368","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:70e08e895ac878ae49e3c72ab31aa8ca591e3eca526505901b1382e58508bc9e","target":"record","created_at":"2026-07-05T03:34:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"639316493d361836009e954e8277ffb311654be5fd4fd92119991876d2e2c5a3","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-11-22T17:26:21Z","title_canon_sha256":"bf5f66e47550456f071b80318d1a99879393991222e068d8cb6f972383e80d47"},"schema_version":"1.0","source":{"id":"2111.11368","kind":"arxiv","version":1}},"canonical_sha256":"73a3cffe562cc17bc5c5331d37c2b3cdda75deaee3a738f4ef7bf01e1377e598","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"73a3cffe562cc17bc5c5331d37c2b3cdda75deaee3a738f4ef7bf01e1377e598","first_computed_at":"2026-07-05T03:34:02.933410Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:34:02.933410Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"RC1VEF3P8wF7Gq43EGN09zKgRV2YZkGbiVthkaRJhbAJNGEg7WhlXgzG8gNsxFEp8GYVnfyyjiSo+pwSKR7JAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T03:34:02.933836Z","signed_message":"canonical_sha256_bytes"},"source_id":"2111.11368","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:70e08e895ac878ae49e3c72ab31aa8ca591e3eca526505901b1382e58508bc9e","sha256:50b660fd14ccc7826f18c4abb4f7f863feab4b9c2c2fa9805ca18adf1388b495"],"state_sha256":"84e85a9389aefe941fb2275654d23a0f086d7bbbc11dce372290dbaf0113b13b"}