{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZV25C66Q6Z4MEXRTAZNXJSOXHP","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":"bbf3043607b608675a6a14f93c075d328eac738e2a62c6fd0d2d36820a31563d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-22T18:05:33Z","title_canon_sha256":"e9efbf9f11b40710110791a526f613fed992d6572f26dc52aa09b8e75b774571"},"schema_version":"1.0","source":{"id":"2403.15551","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.15551","created_at":"2026-07-05T07:59:38Z"},{"alias_kind":"arxiv_version","alias_value":"2403.15551v1","created_at":"2026-07-05T07:59:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.15551","created_at":"2026-07-05T07:59:38Z"},{"alias_kind":"pith_short_12","alias_value":"ZV25C66Q6Z4M","created_at":"2026-07-05T07:59:38Z"},{"alias_kind":"pith_short_16","alias_value":"ZV25C66Q6Z4MEXRT","created_at":"2026-07-05T07:59:38Z"},{"alias_kind":"pith_short_8","alias_value":"ZV25C66Q","created_at":"2026-07-05T07:59:38Z"}],"graph_snapshots":[{"event_id":"sha256:67b6a8021e10e1b77606525a82d1bbbc6d5fd40d0ab503aab63d29674e67b694","target":"graph","created_at":"2026-07-05T07:59:38Z","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/2403.15551/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Monocular depth estimation (MDE) is inherently ambiguous, as a given image may result from many different 3D scenes and vice versa. To resolve this ambiguity, an MDE system must make assumptions about the most likely 3D scenes for a given input. These assumptions can be either explicit or implicit. In this work, we demonstrate the use of natural language as a source of an explicit prior about the structure of the world. The assumption is made that human language encodes the likely distribution in depth-space of various objects. We first show that a language model encodes this implicit bias dur","authors_text":"Dylan Auty, Krystian Mikolajczyk","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-22T18:05:33Z","title":"Language-Based Depth Hints for Monocular Depth Estimation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.15551","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:ed4d08fa9bed9c2e610455012239380f7cbdb15c25c215c1e2c7faff389bd8dd","target":"record","created_at":"2026-07-05T07:59:38Z","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":"bbf3043607b608675a6a14f93c075d328eac738e2a62c6fd0d2d36820a31563d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-22T18:05:33Z","title_canon_sha256":"e9efbf9f11b40710110791a526f613fed992d6572f26dc52aa09b8e75b774571"},"schema_version":"1.0","source":{"id":"2403.15551","kind":"arxiv","version":1}},"canonical_sha256":"cd75d17bd0f678c25e33065b74c9d73bd2726b2db600c30767588fceedc9668e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cd75d17bd0f678c25e33065b74c9d73bd2726b2db600c30767588fceedc9668e","first_computed_at":"2026-07-05T07:59:38.661094Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:59:38.661094Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5MK9/f7a+Lst5hpEFA3kLagr/b4HbXVrLV+LE+mgIzAKh7wF2lMvAGL7FN+nU0UoKcxJOvGKaom9mxRvoWsMBg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:59:38.661582Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.15551","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ed4d08fa9bed9c2e610455012239380f7cbdb15c25c215c1e2c7faff389bd8dd","sha256:67b6a8021e10e1b77606525a82d1bbbc6d5fd40d0ab503aab63d29674e67b694"],"state_sha256":"83b28ace69f5a204688882cbe283c399e1cc4277dcfd901d6c0f6f78eb6a80cb"}