{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XAF5L5QRTNVLBAC3Y7UEL6A6VD","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":"31d72c94b50ae1d09e77bd7b0e7ec248490ceacdfb8b6c6922616ff890627bd8","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-04-09T22:17:20Z","title_canon_sha256":"c2587ddba287d174dcac2c2857af1f12039fcc32ef1576e0a17ace6a11d64003"},"schema_version":"1.0","source":{"id":"2404.06638","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.06638","created_at":"2026-07-05T09:14:31Z"},{"alias_kind":"arxiv_version","alias_value":"2404.06638v2","created_at":"2026-07-05T09:14:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.06638","created_at":"2026-07-05T09:14:31Z"},{"alias_kind":"pith_short_12","alias_value":"XAF5L5QRTNVL","created_at":"2026-07-05T09:14:31Z"},{"alias_kind":"pith_short_16","alias_value":"XAF5L5QRTNVLBAC3","created_at":"2026-07-05T09:14:31Z"},{"alias_kind":"pith_short_8","alias_value":"XAF5L5QR","created_at":"2026-07-05T09:14:31Z"}],"graph_snapshots":[{"event_id":"sha256:e2abdb69112ad2c336ae228ad93d2b881701fd63bc6ea5e3274b5e86b803e44b","target":"graph","created_at":"2026-07-05T09:14:31Z","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/2404.06638/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Image segmentation is a critical enabler for tasks ranging from medical diagnostics to autonomous driving. However, the correct segmentation semantics - where are boundaries located? what segments are logically similar? - change depending on the domain, such that state-of-the-art foundation models can generate meaningless and incorrect results. Moreover, in certain domains, fine-tuning and retraining techniques are infeasible: obtaining labels is costly and time-consuming; domain images (micrographs) can be exponentially diverse; and data sharing (for third-party retraining) is restricted. To ","authors_text":"Ali Jannesari, Christina Doty, Jan Strube, Luanzheng Guo, Nathan R. Tallent, Oceane Bel, Steven Spurgeon, Waqwoya Abebe","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-04-09T22:17:20Z","title":"SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.06638","kind":"arxiv","version":2},"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":"sha256:5737463965b821aa6d891c0165ec5ae1ebf291e5de1232d6aad5aed6c452515b","target":"record","created_at":"2026-07-05T09:14:31Z","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":"31d72c94b50ae1d09e77bd7b0e7ec248490ceacdfb8b6c6922616ff890627bd8","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-04-09T22:17:20Z","title_canon_sha256":"c2587ddba287d174dcac2c2857af1f12039fcc32ef1576e0a17ace6a11d64003"},"schema_version":"1.0","source":{"id":"2404.06638","kind":"arxiv","version":2}},"canonical_sha256":"b80bd5f6119b6ab0805bc7e845f81ea8eee2b44987500d5582d9fd6fcc9916b5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b80bd5f6119b6ab0805bc7e845f81ea8eee2b44987500d5582d9fd6fcc9916b5","first_computed_at":"2026-07-05T09:14:31.823291Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:14:31.823291Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fcORCiRuwuweFiloVcMdhjDz/wFRe1VSIfBKpdeNiMJZ7JP+cEm/9vpL5+EOdDoEY5DwZcomUtP8FJOUYjb2Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T09:14:31.823784Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.06638","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5737463965b821aa6d891c0165ec5ae1ebf291e5de1232d6aad5aed6c452515b","sha256:e2abdb69112ad2c336ae228ad93d2b881701fd63bc6ea5e3274b5e86b803e44b"],"state_sha256":"ed1cc0c3cfd3e186f2866f4c2c53ece431822ca949b9b41ec2d1c06750825bcd"}