{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:R5ETDSXG43DPZ4FB2CKK37JY3J","short_pith_number":"pith:R5ETDSXG","canonical_record":{"source":{"id":"2506.11200","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2025-06-12T18:00:26Z","cross_cats_sorted":["astro-ph.IM"],"title_canon_sha256":"ee6092b4ef658106f7257b118e80acbb373c412e95cb0fb8b8ea73fc8dd1f462","abstract_canon_sha256":"3f16e1774d41b2a401e3b58058b673ec021ed23e35ea91e4882d7a006cfb11ee"},"schema_version":"1.0"},"canonical_sha256":"8f4931cae6e6c6fcf0a1d094adfd38da7c9585711d5f7984ea7183628c089b11","source":{"kind":"arxiv","id":"2506.11200","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.11200","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"arxiv_version","alias_value":"2506.11200v1","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.11200","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_12","alias_value":"R5ETDSXG43DP","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_16","alias_value":"R5ETDSXG43DPZ4FB","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_8","alias_value":"R5ETDSXG","created_at":"2026-07-05T11:56:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:R5ETDSXG43DPZ4FB2CKK37JY3J","target":"record","payload":{"canonical_record":{"source":{"id":"2506.11200","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2025-06-12T18:00:26Z","cross_cats_sorted":["astro-ph.IM"],"title_canon_sha256":"ee6092b4ef658106f7257b118e80acbb373c412e95cb0fb8b8ea73fc8dd1f462","abstract_canon_sha256":"3f16e1774d41b2a401e3b58058b673ec021ed23e35ea91e4882d7a006cfb11ee"},"schema_version":"1.0"},"canonical_sha256":"8f4931cae6e6c6fcf0a1d094adfd38da7c9585711d5f7984ea7183628c089b11","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:56:04.431642Z","signature_b64":"ORbmUA02q33nWtrVJYZuhwpPwSRZXM2KHATpmTTC6r1zRIhtWzoMDOcQBNR6L0S4XHEo4RBVaF7OyGBocEiCDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8f4931cae6e6c6fcf0a1d094adfd38da7c9585711d5f7984ea7183628c089b11","last_reissued_at":"2026-07-05T11:56:04.431184Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:56:04.431184Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.11200","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":"2026-07-05T11:56:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MqIGIJQ+DfXdtuePe7WVmRUsDJwOdmjURxc7qCkaGsCuqSzLkTArv5t1XIDP9o5KWwqqLiWr+4JqrqVjfuXADA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T14:35:38.004672Z"},"content_sha256":"063ca802692353bc000b0a4554254d6cbbcbf2d31070486d058948730f887be4","schema_version":"1.0","event_id":"sha256:063ca802692353bc000b0a4554254d6cbbcbf2d31070486d058948730f887be4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:R5ETDSXG43DPZ4FB2CKK37JY3J","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DBNets2.0: simulation-based inference for planet-induced dust substructures in protoplanetary discs","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["astro-ph.IM"],"primary_cat":"astro-ph.EP","authors_text":"A. Ruzza, G. Lodato, G. P. Rosotti, P. J. Armitage","submitted_at":"2025-06-12T18:00:26Z","abstract_excerpt":"Dust substructures in protoplanetary discs can be signatures of embedded young planets whose detection and characterisation would provide a better understanding of planet formation. Traditional techniques used to link substructures' morphology to the properties of putative embedded planets present several limitations that the use of deep learning methods has partly overcome. In our previous work, we developed DBNets, a tool exploiting an ensemble of Convolutional Neural Networks (CNNs) to estimate the mass of putative planets in disc dust substructures. This inference problem, however, is dege"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.11200","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/2506.11200/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":"2026-07-05T11:56:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"khhUvzLAd3eXx5isRQgIu4pEHnxewr3n0/Hm27w+6hWfd5/4vbWuQsrYlNDraAx95LnVJh2zR2ArDs9W/KiuBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T14:35:38.005169Z"},"content_sha256":"5ed11d432f06ea97edc20fc330315d076050cd43ef542b3afc8bbca46edd0c29","schema_version":"1.0","event_id":"sha256:5ed11d432f06ea97edc20fc330315d076050cd43ef542b3afc8bbca46edd0c29"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/bundle.json","state_url":"https://pith.science/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/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":"2026-08-09T14:35:38Z","links":{"resolver":"https://pith.science/pith/R5ETDSXG43DPZ4FB2CKK37JY3J","bundle":"https://pith.science/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/bundle.json","state":"https://pith.science/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/state.json","well_known_bundle":"https://pith.science/.well-known/pith/R5ETDSXG43DPZ4FB2CKK37JY3J/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:R5ETDSXG43DPZ4FB2CKK37JY3J","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":"3f16e1774d41b2a401e3b58058b673ec021ed23e35ea91e4882d7a006cfb11ee","cross_cats_sorted":["astro-ph.IM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2025-06-12T18:00:26Z","title_canon_sha256":"ee6092b4ef658106f7257b118e80acbb373c412e95cb0fb8b8ea73fc8dd1f462"},"schema_version":"1.0","source":{"id":"2506.11200","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.11200","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"arxiv_version","alias_value":"2506.11200v1","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.11200","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_12","alias_value":"R5ETDSXG43DP","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_16","alias_value":"R5ETDSXG43DPZ4FB","created_at":"2026-07-05T11:56:04Z"},{"alias_kind":"pith_short_8","alias_value":"R5ETDSXG","created_at":"2026-07-05T11:56:04Z"}],"graph_snapshots":[{"event_id":"sha256:5ed11d432f06ea97edc20fc330315d076050cd43ef542b3afc8bbca46edd0c29","target":"graph","created_at":"2026-07-05T11:56:04Z","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/2506.11200/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Dust substructures in protoplanetary discs can be signatures of embedded young planets whose detection and characterisation would provide a better understanding of planet formation. Traditional techniques used to link substructures' morphology to the properties of putative embedded planets present several limitations that the use of deep learning methods has partly overcome. In our previous work, we developed DBNets, a tool exploiting an ensemble of Convolutional Neural Networks (CNNs) to estimate the mass of putative planets in disc dust substructures. This inference problem, however, is dege","authors_text":"A. Ruzza, G. Lodato, G. P. Rosotti, P. J. Armitage","cross_cats":["astro-ph.IM"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2025-06-12T18:00:26Z","title":"DBNets2.0: simulation-based inference for planet-induced dust substructures in protoplanetary discs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.11200","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":"sha256:063ca802692353bc000b0a4554254d6cbbcbf2d31070486d058948730f887be4","target":"record","created_at":"2026-07-05T11:56:04Z","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":"3f16e1774d41b2a401e3b58058b673ec021ed23e35ea91e4882d7a006cfb11ee","cross_cats_sorted":["astro-ph.IM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2025-06-12T18:00:26Z","title_canon_sha256":"ee6092b4ef658106f7257b118e80acbb373c412e95cb0fb8b8ea73fc8dd1f462"},"schema_version":"1.0","source":{"id":"2506.11200","kind":"arxiv","version":1}},"canonical_sha256":"8f4931cae6e6c6fcf0a1d094adfd38da7c9585711d5f7984ea7183628c089b11","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8f4931cae6e6c6fcf0a1d094adfd38da7c9585711d5f7984ea7183628c089b11","first_computed_at":"2026-07-05T11:56:04.431184Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:56:04.431184Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ORbmUA02q33nWtrVJYZuhwpPwSRZXM2KHATpmTTC6r1zRIhtWzoMDOcQBNR6L0S4XHEo4RBVaF7OyGBocEiCDw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:56:04.431642Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.11200","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:063ca802692353bc000b0a4554254d6cbbcbf2d31070486d058948730f887be4","sha256:5ed11d432f06ea97edc20fc330315d076050cd43ef542b3afc8bbca46edd0c29"],"state_sha256":"ab0c2a1723049dfbbeb13e2d6b47a09bd1c9f5229f628dce0ab770b9e37034d0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"harpy9P96xo24I39WV9TFCoIKviGcsZB/to5VWKwT3GJbCEtxk48N6vbcJyszQCaYeLB06Yrq4JqQCKPtzH1AQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T14:35:38.008407Z","bundle_sha256":"29a4c4f67625d67973ebdeaea4c4af57e57913ad3999adfce9abe33909ecdf27"}}