{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:NFAWZMFND7ISZ6H3RHYEHZ6W64","short_pith_number":"pith:NFAWZMFN","canonical_record":{"source":{"id":"2606.04121","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LO","submitted_at":"2026-06-02T18:32:03Z","cross_cats_sorted":["cs.LG","cs.SE"],"title_canon_sha256":"86f6a0e38e32e882644cecd7350bd34a8bf0a1383de1a5a8833243d79b3f5fb5","abstract_canon_sha256":"3db47743527ee8ee96aee9f4c066a032bff15701d4771d7b0b937ed0ad018fab"},"schema_version":"1.0"},"canonical_sha256":"69416cb0ad1fd12cf8fb89f043e7d6f721a50495491dd15a82cc633abf51de19","source":{"kind":"arxiv","id":"2606.04121","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04121","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04121v1","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04121","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_12","alias_value":"NFAWZMFND7IS","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_16","alias_value":"NFAWZMFND7ISZ6H3","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_8","alias_value":"NFAWZMFN","created_at":"2026-06-04T00:06:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:NFAWZMFND7ISZ6H3RHYEHZ6W64","target":"record","payload":{"canonical_record":{"source":{"id":"2606.04121","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LO","submitted_at":"2026-06-02T18:32:03Z","cross_cats_sorted":["cs.LG","cs.SE"],"title_canon_sha256":"86f6a0e38e32e882644cecd7350bd34a8bf0a1383de1a5a8833243d79b3f5fb5","abstract_canon_sha256":"3db47743527ee8ee96aee9f4c066a032bff15701d4771d7b0b937ed0ad018fab"},"schema_version":"1.0"},"canonical_sha256":"69416cb0ad1fd12cf8fb89f043e7d6f721a50495491dd15a82cc633abf51de19","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-04T00:06:51.177956Z","signature_b64":"ag5kq5TSJ1wd19z9aom1wt/CRsMM9nL8azYDK7Dmwm2F4HascVA8xuAC0r32VukwlOJCxyOduBt71ScJsKKWCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"69416cb0ad1fd12cf8fb89f043e7d6f721a50495491dd15a82cc633abf51de19","last_reissued_at":"2026-06-04T00:06:51.177514Z","signature_status":"signed_v1","first_computed_at":"2026-06-04T00:06:51.177514Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.04121","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":"2026-06-04T00:06:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YV9cbtCcQld4J5YVd9VwKReCBKoB5vfdU23OoxWWsJ8HmUP4/HYsT1M+iaB2tT7Unw7gOaze14cBo+ZemYINCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-07T18:05:00.000242Z"},"content_sha256":"d6bf8178c856c81c4b3537ff14c004beb054e83d8799acf5bf8eb52aec3f9835","schema_version":"1.0","event_id":"sha256:d6bf8178c856c81c4b3537ff14c004beb054e83d8799acf5bf8eb52aec3f9835"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:NFAWZMFND7ISZ6H3RHYEHZ6W64","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"veriFIRE: an Industrial Case Study in Verifying Consistency Properties for a DNN-Based Wildfire Detection System","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.SE"],"primary_cat":"cs.LO","authors_text":"Alon Zada, Elad Mandelbaum, Guy Amir, Guy Katz, Idan Refaeli, Itay Buchnik, Maya Swisa, Ziv Freund","submitted_at":"2026-06-02T18:32:03Z","abstract_excerpt":"We present our ongoing work on the veriFIRE project: a collaboration between industry and academia, aimed at applying verification to increase the reliability of a real-world, safety-critical system. Specifically, we target an airborne platform for wildfire detection, which incorporates two deep neural networks. We present an end-to-end methodology for verifying \\textit{consistency properties} in this system. Our approach encodes application-grounded requirements into solver-compatible queries for existing neural network verifiers. We study properties of interest over critical operational scen"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04121","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/2606.04121/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":"2026-06-04T00:06:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"higdan36MJddwWGVvRnqEPBjhb/KkNkPC4cp939TuSneQkcVQM/dB6g0rSJXyxPr/pWbsm2odhJzE1oMV8VuBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-07T18:05:00.000933Z"},"content_sha256":"a4aaca5229251dff4d6b9d061615c7d5322ec382d1866a8b84f31cca1d96ec78","schema_version":"1.0","event_id":"sha256:a4aaca5229251dff4d6b9d061615c7d5322ec382d1866a8b84f31cca1d96ec78"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/bundle.json","state_url":"https://pith.science/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/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":"2026-06-07T18:05:00Z","links":{"resolver":"https://pith.science/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64","bundle":"https://pith.science/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/bundle.json","state":"https://pith.science/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NFAWZMFND7ISZ6H3RHYEHZ6W64/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:NFAWZMFND7ISZ6H3RHYEHZ6W64","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":"3db47743527ee8ee96aee9f4c066a032bff15701d4771d7b0b937ed0ad018fab","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LO","submitted_at":"2026-06-02T18:32:03Z","title_canon_sha256":"86f6a0e38e32e882644cecd7350bd34a8bf0a1383de1a5a8833243d79b3f5fb5"},"schema_version":"1.0","source":{"id":"2606.04121","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04121","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04121v1","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04121","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_12","alias_value":"NFAWZMFND7IS","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_16","alias_value":"NFAWZMFND7ISZ6H3","created_at":"2026-06-04T00:06:51Z"},{"alias_kind":"pith_short_8","alias_value":"NFAWZMFN","created_at":"2026-06-04T00:06:51Z"}],"graph_snapshots":[{"event_id":"sha256:a4aaca5229251dff4d6b9d061615c7d5322ec382d1866a8b84f31cca1d96ec78","target":"graph","created_at":"2026-06-04T00:06:51Z","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/2606.04121/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present our ongoing work on the veriFIRE project: a collaboration between industry and academia, aimed at applying verification to increase the reliability of a real-world, safety-critical system. Specifically, we target an airborne platform for wildfire detection, which incorporates two deep neural networks. We present an end-to-end methodology for verifying \\textit{consistency properties} in this system. Our approach encodes application-grounded requirements into solver-compatible queries for existing neural network verifiers. We study properties of interest over critical operational scen","authors_text":"Alon Zada, Elad Mandelbaum, Guy Amir, Guy Katz, Idan Refaeli, Itay Buchnik, Maya Swisa, Ziv Freund","cross_cats":["cs.LG","cs.SE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LO","submitted_at":"2026-06-02T18:32:03Z","title":"veriFIRE: an Industrial Case Study in Verifying Consistency Properties for a DNN-Based Wildfire Detection System"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04121","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:d6bf8178c856c81c4b3537ff14c004beb054e83d8799acf5bf8eb52aec3f9835","target":"record","created_at":"2026-06-04T00:06:51Z","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":"3db47743527ee8ee96aee9f4c066a032bff15701d4771d7b0b937ed0ad018fab","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LO","submitted_at":"2026-06-02T18:32:03Z","title_canon_sha256":"86f6a0e38e32e882644cecd7350bd34a8bf0a1383de1a5a8833243d79b3f5fb5"},"schema_version":"1.0","source":{"id":"2606.04121","kind":"arxiv","version":1}},"canonical_sha256":"69416cb0ad1fd12cf8fb89f043e7d6f721a50495491dd15a82cc633abf51de19","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"69416cb0ad1fd12cf8fb89f043e7d6f721a50495491dd15a82cc633abf51de19","first_computed_at":"2026-06-04T00:06:51.177514Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T00:06:51.177514Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ag5kq5TSJ1wd19z9aom1wt/CRsMM9nL8azYDK7Dmwm2F4HascVA8xuAC0r32VukwlOJCxyOduBt71ScJsKKWCQ==","signature_status":"signed_v1","signed_at":"2026-06-04T00:06:51.177956Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04121","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d6bf8178c856c81c4b3537ff14c004beb054e83d8799acf5bf8eb52aec3f9835","sha256:a4aaca5229251dff4d6b9d061615c7d5322ec382d1866a8b84f31cca1d96ec78"],"state_sha256":"63ec3a44874b6acf8f47a79c6bb77170e0c8f83cff9904d213f1e9dea52fc02f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"n87hMx5RX3I9uBB2XRsA6AYpwFkFyWNFGU22EgjBEVVN1C7tdZRXvGwJR/NRjMHHMOcQ6vR4FQJ4f5d4qt8uBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-07T18:05:00.004798Z","bundle_sha256":"0a513a661753432ae5e5a6fb99c3fcf4594f9a7f84c3e0975642aced0a668d29"}}