{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:O3UOEVWYQTW2FU3X6VTUM5DGFQ","short_pith_number":"pith:O3UOEVWY","canonical_record":{"source":{"id":"2605.30745","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-29T02:22:01Z","cross_cats_sorted":[],"title_canon_sha256":"a3bc8677007ba3b5fff76e7153c15157f4603938bee39d4f3361cc74dcece356","abstract_canon_sha256":"49a630daf8c7d3da74e032a8556e4b6c4d7ec60da7289669dfa2446190482f30"},"schema_version":"1.0"},"canonical_sha256":"76e8e256d884eda2d377f5674674662c19e94d5c70e85b637ddade5dfc05d794","source":{"kind":"arxiv","id":"2605.30745","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.30745","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"arxiv_version","alias_value":"2605.30745v1","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.30745","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_12","alias_value":"O3UOEVWYQTW2","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_16","alias_value":"O3UOEVWYQTW2FU3X","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_8","alias_value":"O3UOEVWY","created_at":"2026-06-01T01:03:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:O3UOEVWYQTW2FU3X6VTUM5DGFQ","target":"record","payload":{"canonical_record":{"source":{"id":"2605.30745","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-29T02:22:01Z","cross_cats_sorted":[],"title_canon_sha256":"a3bc8677007ba3b5fff76e7153c15157f4603938bee39d4f3361cc74dcece356","abstract_canon_sha256":"49a630daf8c7d3da74e032a8556e4b6c4d7ec60da7289669dfa2446190482f30"},"schema_version":"1.0"},"canonical_sha256":"76e8e256d884eda2d377f5674674662c19e94d5c70e85b637ddade5dfc05d794","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-01T01:03:13.848191Z","signature_b64":"dZvjFpsjbPeclZAbf/GZvry2TaP1mbVS104lsvVr74QQZBURppq9axKOWFzP0RlpZDzxiFUImShiweZxZiAXDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"76e8e256d884eda2d377f5674674662c19e94d5c70e85b637ddade5dfc05d794","last_reissued_at":"2026-06-01T01:03:13.847284Z","signature_status":"signed_v1","first_computed_at":"2026-06-01T01:03:13.847284Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.30745","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-01T01:03:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"z8Hd7LkKp1LIFMXKgODBGTvYHbEe+myp/mQCJ9bFz3SYL7j0wx2TaACoXNkZ/W7sRCGEYkzkIzK2lYRSyfFMAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T13:40:56.601274Z"},"content_sha256":"ddd522aec5503e60bbaa7371e9d4f4fd7e36f9c477bc7702dcc20ccc5374ac20","schema_version":"1.0","event_id":"sha256:ddd522aec5503e60bbaa7371e9d4f4fd7e36f9c477bc7702dcc20ccc5374ac20"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:O3UOEVWYQTW2FU3X6VTUM5DGFQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Immuno-VLM: Immunizing Large Vision-Language Models via Generative Semantic Antibodies for Open-World Trustworthiness","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Wanlong Fang, Wei Ji, Xiang Fang","submitted_at":"2026-05-29T02:22:01Z","abstract_excerpt":"Large Vision-Language Models have achieved unprecedented success in zero-shot recognition by aligning visual features with broad semantic concepts. However, this semantic abstraction creates a critical vulnerability in open-world deployment: the ``Hubris of Semantics'', where models force-fit unknown anomalies into known categories with high confidence due to the lack of explicit negative knowledge. To address this \\textit{Open-World Trustworthiness Paradox}, we propose \\textbf{Immuno-VLM}, a bio-inspired framework that adapts the biological principle of \\textbf{Immunological Negative Selectio"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.30745","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/2605.30745/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-01T01:03:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"W2DoAiVWXbONFsW186is9x26UyYCMam8EllfTzYjlPwp/yD/gma2oISDnB4XMa0DJ31Pm8nS6XMZSk8rQuZjCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T13:40:56.601673Z"},"content_sha256":"8eff61fa014911574c58977e814726a828201639306260a7c0d5caaf01ebf55c","schema_version":"1.0","event_id":"sha256:8eff61fa014911574c58977e814726a828201639306260a7c0d5caaf01ebf55c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/bundle.json","state_url":"https://pith.science/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-05T13:40:56Z","links":{"resolver":"https://pith.science/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ","bundle":"https://pith.science/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/bundle.json","state":"https://pith.science/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/O3UOEVWYQTW2FU3X6VTUM5DGFQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:O3UOEVWYQTW2FU3X6VTUM5DGFQ","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":"49a630daf8c7d3da74e032a8556e4b6c4d7ec60da7289669dfa2446190482f30","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-29T02:22:01Z","title_canon_sha256":"a3bc8677007ba3b5fff76e7153c15157f4603938bee39d4f3361cc74dcece356"},"schema_version":"1.0","source":{"id":"2605.30745","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.30745","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"arxiv_version","alias_value":"2605.30745v1","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.30745","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_12","alias_value":"O3UOEVWYQTW2","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_16","alias_value":"O3UOEVWYQTW2FU3X","created_at":"2026-06-01T01:03:13Z"},{"alias_kind":"pith_short_8","alias_value":"O3UOEVWY","created_at":"2026-06-01T01:03:13Z"}],"graph_snapshots":[{"event_id":"sha256:8eff61fa014911574c58977e814726a828201639306260a7c0d5caaf01ebf55c","target":"graph","created_at":"2026-06-01T01:03:13Z","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/2605.30745/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Vision-Language Models have achieved unprecedented success in zero-shot recognition by aligning visual features with broad semantic concepts. However, this semantic abstraction creates a critical vulnerability in open-world deployment: the ``Hubris of Semantics'', where models force-fit unknown anomalies into known categories with high confidence due to the lack of explicit negative knowledge. To address this \\textit{Open-World Trustworthiness Paradox}, we propose \\textbf{Immuno-VLM}, a bio-inspired framework that adapts the biological principle of \\textbf{Immunological Negative Selectio","authors_text":"Wanlong Fang, Wei Ji, Xiang Fang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-29T02:22:01Z","title":"Immuno-VLM: Immunizing Large Vision-Language Models via Generative Semantic Antibodies for Open-World Trustworthiness"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.30745","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:ddd522aec5503e60bbaa7371e9d4f4fd7e36f9c477bc7702dcc20ccc5374ac20","target":"record","created_at":"2026-06-01T01:03:13Z","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":"49a630daf8c7d3da74e032a8556e4b6c4d7ec60da7289669dfa2446190482f30","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-29T02:22:01Z","title_canon_sha256":"a3bc8677007ba3b5fff76e7153c15157f4603938bee39d4f3361cc74dcece356"},"schema_version":"1.0","source":{"id":"2605.30745","kind":"arxiv","version":1}},"canonical_sha256":"76e8e256d884eda2d377f5674674662c19e94d5c70e85b637ddade5dfc05d794","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"76e8e256d884eda2d377f5674674662c19e94d5c70e85b637ddade5dfc05d794","first_computed_at":"2026-06-01T01:03:13.847284Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-01T01:03:13.847284Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dZvjFpsjbPeclZAbf/GZvry2TaP1mbVS104lsvVr74QQZBURppq9axKOWFzP0RlpZDzxiFUImShiweZxZiAXDg==","signature_status":"signed_v1","signed_at":"2026-06-01T01:03:13.848191Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.30745","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ddd522aec5503e60bbaa7371e9d4f4fd7e36f9c477bc7702dcc20ccc5374ac20","sha256:8eff61fa014911574c58977e814726a828201639306260a7c0d5caaf01ebf55c"],"state_sha256":"b24abccb8168c3a727c9e1c727cefbae29ea906df8746f2eaf70ae0b8f14351a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qCOSLrO0GuyfYQGdxb1oJpvvz+5m/g9p1/8iA06Yf7eUfZQhr6ytamPv9EDYogPnAvx5tUc8HGjXx1xQrytqDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-05T13:40:56.603692Z","bundle_sha256":"8d6503c2e9f242b2659df1f5bebc0d851d41424ad1b3f04a4424bd2e34447a02"}}