{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:U4KKP6RNUHJSAC7AXW5AGY4G3N","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":"7a64f90455a2d036510b5de556db10649209cc92eb3fc5c9fcc5a83939f0dad6","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-02T19:57:05Z","title_canon_sha256":"00a8263205d323282ff5c5d5449c2f5fb3c2308ca4aadc52adcfbb76ff9ea293"},"schema_version":"1.0","source":{"id":"1909.00848","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1909.00848","created_at":"2026-07-05T00:01:13Z"},{"alias_kind":"arxiv_version","alias_value":"1909.00848v1","created_at":"2026-07-05T00:01:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1909.00848","created_at":"2026-07-05T00:01:13Z"},{"alias_kind":"pith_short_12","alias_value":"U4KKP6RNUHJS","created_at":"2026-07-05T00:01:13Z"},{"alias_kind":"pith_short_16","alias_value":"U4KKP6RNUHJSAC7A","created_at":"2026-07-05T00:01:13Z"},{"alias_kind":"pith_short_8","alias_value":"U4KKP6RN","created_at":"2026-07-05T00:01:13Z"}],"graph_snapshots":[{"event_id":"sha256:f710b3ffae6129981857661f83fd61039ac68fa23b4e6ccf1924a03c793a9c4a","target":"graph","created_at":"2026-07-05T00:01:13Z","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/1909.00848/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Reasoning about images/objects and their hierarchical interactions is a key concept for the next generation of computer vision approaches. Here we present a new framework to deal with it through a visual hierarchical context-based reasoning. Current reasoning methods use the fine-grained labels from images' objects and their interactions to predict labels to new objects. Our framework modifies this current information flow. It goes beyond and is independent of the fine-grained labels from the objects to define the image context. It takes into account the hierarchical interactions between diffe","authors_text":"Larry S. Davis, Pedro H. Bugatti, Priscila T. M. Saito","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-02T19:57:05Z","title":"HiCoRe: Visual Hierarchical Context-Reasoning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1909.00848","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":"sha256:381011f56529081e4a67adc3439b3439d6951690a6047a696cef0c14c471e0c1","target":"record","created_at":"2026-07-05T00:01:13Z","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":"7a64f90455a2d036510b5de556db10649209cc92eb3fc5c9fcc5a83939f0dad6","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-02T19:57:05Z","title_canon_sha256":"00a8263205d323282ff5c5d5449c2f5fb3c2308ca4aadc52adcfbb76ff9ea293"},"schema_version":"1.0","source":{"id":"1909.00848","kind":"arxiv","version":1}},"canonical_sha256":"a714a7fa2da1d3200be0bdba036386db5bd45f802182039f0d2c3c1a7637ea84","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a714a7fa2da1d3200be0bdba036386db5bd45f802182039f0d2c3c1a7637ea84","first_computed_at":"2026-07-05T00:01:13.309570Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:01:13.309570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0c31FPunR5pQmnF8rsfl/LlVhxVKKPRCzGe4/76cR+Bb29IMtQ0YEP/8KYIzchm/UHHMumSljhNy8TqqVoNNBA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:01:13.309995Z","signed_message":"canonical_sha256_bytes"},"source_id":"1909.00848","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:381011f56529081e4a67adc3439b3439d6951690a6047a696cef0c14c471e0c1","sha256:f710b3ffae6129981857661f83fd61039ac68fa23b4e6ccf1924a03c793a9c4a"],"state_sha256":"fdd58a129af1ac7d9a13c173167016e402a557c520c4e435ba82e9eb9ad502be"}