{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:MG7JV33K2WLP5E7BJSTUFOMSVB","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":"9563e7c30be9fb168ae7307329640d91fb33b3b7835ae859bfe1aa9060d6f055","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-10-18T03:37:30Z","title_canon_sha256":"3ce43adaa6504665fd6e338afc810d1a6281355fdbe26f4e6ff7fa6af12317fe"},"schema_version":"1.0","source":{"id":"1910.08243","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1910.08243","created_at":"2026-07-05T00:39:14Z"},{"alias_kind":"arxiv_version","alias_value":"1910.08243v1","created_at":"2026-07-05T00:39:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1910.08243","created_at":"2026-07-05T00:39:14Z"},{"alias_kind":"pith_short_12","alias_value":"MG7JV33K2WLP","created_at":"2026-07-05T00:39:14Z"},{"alias_kind":"pith_short_16","alias_value":"MG7JV33K2WLP5E7B","created_at":"2026-07-05T00:39:14Z"},{"alias_kind":"pith_short_8","alias_value":"MG7JV33K","created_at":"2026-07-05T00:39:14Z"}],"graph_snapshots":[{"event_id":"sha256:aae48a51b35315a23f465cf5344190ad1fb3a0cedc190cf9d3c03000776d2cf4","target":"graph","created_at":"2026-07-05T00:39:14Z","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/1910.08243/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Today, image classification is a common way for systems to process visual content. Although neural network approaches to classification have seen great progress in reducing error rates, it is not clear what this means for a cognitive system that needs to make sense of the multiple and competing predictions from its own classifiers. As a step to address this, we present a novel framework that uses meta-reasoning and meta-operations to unify predictions into abstractions, properties, or relationships. Using the framework on images from ImageNet, we demonstrate systems that unify 41% to 46% of pr","authors_text":"Gaoyuan Zhang, Lee Martie, Mohammad Arif Ul Alam, Ryan R. Anderson","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-10-18T03:37:30Z","title":"Reflecting After Learning for Understanding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1910.08243","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":"sha256:55beda8329441c873b80d859bf947eef2975f45c8e73be5333340a46df4a92cc","target":"record","created_at":"2026-07-05T00:39:14Z","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":"9563e7c30be9fb168ae7307329640d91fb33b3b7835ae859bfe1aa9060d6f055","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-10-18T03:37:30Z","title_canon_sha256":"3ce43adaa6504665fd6e338afc810d1a6281355fdbe26f4e6ff7fa6af12317fe"},"schema_version":"1.0","source":{"id":"1910.08243","kind":"arxiv","version":1}},"canonical_sha256":"61be9aef6ad596fe93e14ca742b992a87e40a68afc7fae6c352bbefcecdbc7c4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"61be9aef6ad596fe93e14ca742b992a87e40a68afc7fae6c352bbefcecdbc7c4","first_computed_at":"2026-07-05T00:39:14.829086Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:39:14.829086Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MCMHupZ2mYkzubUOm4kmxaU+jpbFiyPXiatGAdZX50CpssL6k/16Ba4MmJVuXhl03OCzbWK29tBvYCEMPPJVAw==","signature_status":"signed_v1","signed_at":"2026-07-05T00:39:14.829561Z","signed_message":"canonical_sha256_bytes"},"source_id":"1910.08243","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:55beda8329441c873b80d859bf947eef2975f45c8e73be5333340a46df4a92cc","sha256:aae48a51b35315a23f465cf5344190ad1fb3a0cedc190cf9d3c03000776d2cf4"],"state_sha256":"16bd542307fcaa82453f22a7200af5e750abfc932abe0e0f5235fa06ba76cf0e"}