{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2020:TZAH4UVW7MSMKJ7AMHKZZYV4PR","short_pith_number":"pith:TZAH4UVW","schema_version":"1.0","canonical_sha256":"9e407e52b6fb24c527e061d59ce2bc7c606a5e2d07045e52bf30c8fadca53e0e","source":{"kind":"arxiv","id":"2007.11744","version":1},"attestation_state":"computed","paper":{"title":"End-to-End Optimization of Scene Layout","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Andrew Luo, Jiajun Wu, Joshua B. Tenenbaum, Zhoutong Zhang","submitted_at":"2020-07-23T01:35:55Z","abstract_excerpt":"We propose an end-to-end variational generative model for scene layout synthesis conditioned on scene graphs. Unlike unconditional scene layout generation, we use scene graphs as an abstract but general representation to guide the synthesis of diverse scene layouts that satisfy relationships included in the scene graph. This gives rise to more flexible control over the synthesis process, allowing various forms of inputs such as scene layouts extracted from sentences or inferred from a single color image. Using our conditional layout synthesizer, we can generate various layouts that share the s"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2007.11744","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-23T01:35:55Z","cross_cats_sorted":[],"title_canon_sha256":"41f503df7b55e086ba14b5358618a7571d44a0274daf96ae91d31096681618f6","abstract_canon_sha256":"a7243a256d0f97a6bc676e02873555eae7f0050201109e9a504247e9bda72666"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:21:39.866601Z","signature_b64":"fy67wQO+o0Un1pesyljdDd6+DT3l/GtpERxvlXs7aHv+ALVcfuMj5q2YlJNvZDw5xlH/LAZo8cDTtbuT/gApCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9e407e52b6fb24c527e061d59ce2bc7c606a5e2d07045e52bf30c8fadca53e0e","last_reissued_at":"2026-07-05T01:21:39.866093Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:21:39.866093Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"End-to-End Optimization of Scene Layout","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Andrew Luo, Jiajun Wu, Joshua B. Tenenbaum, Zhoutong Zhang","submitted_at":"2020-07-23T01:35:55Z","abstract_excerpt":"We propose an end-to-end variational generative model for scene layout synthesis conditioned on scene graphs. Unlike unconditional scene layout generation, we use scene graphs as an abstract but general representation to guide the synthesis of diverse scene layouts that satisfy relationships included in the scene graph. This gives rise to more flexible control over the synthesis process, allowing various forms of inputs such as scene layouts extracted from sentences or inferred from a single color image. Using our conditional layout synthesizer, we can generate various layouts that share the s"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.11744","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/2007.11744/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2007.11744","created_at":"2026-07-05T01:21:39.866174+00:00"},{"alias_kind":"arxiv_version","alias_value":"2007.11744v1","created_at":"2026-07-05T01:21:39.866174+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.11744","created_at":"2026-07-05T01:21:39.866174+00:00"},{"alias_kind":"pith_short_12","alias_value":"TZAH4UVW7MSM","created_at":"2026-07-05T01:21:39.866174+00:00"},{"alias_kind":"pith_short_16","alias_value":"TZAH4UVW7MSMKJ7A","created_at":"2026-07-05T01:21:39.866174+00:00"},{"alias_kind":"pith_short_8","alias_value":"TZAH4UVW","created_at":"2026-07-05T01:21:39.866174+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR","json":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR.json","graph_json":"https://pith.science/api/pith-number/TZAH4UVW7MSMKJ7AMHKZZYV4PR/graph.json","events_json":"https://pith.science/api/pith-number/TZAH4UVW7MSMKJ7AMHKZZYV4PR/events.json","paper":"https://pith.science/paper/TZAH4UVW"},"agent_actions":{"view_html":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR","download_json":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR.json","view_paper":"https://pith.science/paper/TZAH4UVW","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2007.11744&json=true","fetch_graph":"https://pith.science/api/pith-number/TZAH4UVW7MSMKJ7AMHKZZYV4PR/graph.json","fetch_events":"https://pith.science/api/pith-number/TZAH4UVW7MSMKJ7AMHKZZYV4PR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR/action/storage_attestation","attest_author":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR/action/author_attestation","sign_citation":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR/action/citation_signature","submit_replication":"https://pith.science/pith/TZAH4UVW7MSMKJ7AMHKZZYV4PR/action/replication_record"}},"created_at":"2026-07-05T01:21:39.866174+00:00","updated_at":"2026-07-05T01:21:39.866174+00:00"}