{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:PMMJWW5ZKJSLIDGHZYLUNSKUTG","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":"4bdf1f52d7942ac25bd011192cde0ce98874e1a391524c26cd3d5dd70525b04e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-05-30T15:16:19Z","title_canon_sha256":"7c757a42d154f9dc3e9d18b80c0ea2e4cdcb8aa2469a006255aa2184b5c202fd"},"schema_version":"1.0","source":{"id":"2505.24693","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.24693","created_at":"2026-07-05T11:12:54Z"},{"alias_kind":"arxiv_version","alias_value":"2505.24693v1","created_at":"2026-07-05T11:12:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.24693","created_at":"2026-07-05T11:12:54Z"},{"alias_kind":"pith_short_12","alias_value":"PMMJWW5ZKJSL","created_at":"2026-07-05T11:12:54Z"},{"alias_kind":"pith_short_16","alias_value":"PMMJWW5ZKJSLIDGH","created_at":"2026-07-05T11:12:54Z"},{"alias_kind":"pith_short_8","alias_value":"PMMJWW5Z","created_at":"2026-07-05T11:12:54Z"}],"graph_snapshots":[{"event_id":"sha256:75025858daaab69e8679b59d420c46b2671c9ae54ac38ad151a1ffeab26f3d28","target":"graph","created_at":"2026-07-05T11:12:54Z","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/2505.24693/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-language models pre-trained at large scale have shown unprecedented adaptability and generalization to downstream tasks. Although its discriminative potential has been widely explored, its reliability and uncertainty are still overlooked. In this work, we investigate the capabilities of CLIP models under the split conformal prediction paradigm, which provides theoretical guarantees to black-box models based on a small, labeled calibration set. In contrast to the main body of literature on conformal predictors in vision classifiers, foundation models exhibit a particular characteristic: ","authors_text":"Ismail Ben Ayed, Jose Dolz, Julio Silva-Rodr\\'iguez","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-05-30T15:16:19Z","title":"Conformal Prediction for Zero-Shot Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.24693","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:dccf714925644e30cc4004c9eda98d90980e919dd1039d5b24d7f0d98e355816","target":"record","created_at":"2026-07-05T11:12:54Z","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":"4bdf1f52d7942ac25bd011192cde0ce98874e1a391524c26cd3d5dd70525b04e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-05-30T15:16:19Z","title_canon_sha256":"7c757a42d154f9dc3e9d18b80c0ea2e4cdcb8aa2469a006255aa2184b5c202fd"},"schema_version":"1.0","source":{"id":"2505.24693","kind":"arxiv","version":1}},"canonical_sha256":"7b189b5bb95264b40cc7ce1746c954999cf0f3064e8d592f8c47910f1bd13758","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7b189b5bb95264b40cc7ce1746c954999cf0f3064e8d592f8c47910f1bd13758","first_computed_at":"2026-07-05T11:12:54.839204Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:12:54.839204Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"M0QF5DZZS2uiVv+Lec4R1oVby9rlwWyQBI4LfXArEm5+cbzdsFgYU9lrflMX6C2DgxBbE58gnQU5J63s87i5DA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:12:54.839719Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.24693","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dccf714925644e30cc4004c9eda98d90980e919dd1039d5b24d7f0d98e355816","sha256:75025858daaab69e8679b59d420c46b2671c9ae54ac38ad151a1ffeab26f3d28"],"state_sha256":"54290bccf22ee50f2bb2fddb297df69853a909d3465c1270f06e6daa93fd6a17"}