{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:O67ZQSLJC377JYGLA2MB34G7MJ","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":"b9a7425bc67f75748f6f9ad72f4969c5f794433ef2186c343190ed39bbe5b65f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-06-25T17:56:34Z","title_canon_sha256":"4629e2f08f17a3d21156d7749aeb6276599736691a81917a5e04564d47d3ba8e"},"schema_version":"1.0","source":{"id":"2006.14615","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.14615","created_at":"2026-07-05T03:18:53Z"},{"alias_kind":"arxiv_version","alias_value":"2006.14615v2","created_at":"2026-07-05T03:18:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.14615","created_at":"2026-07-05T03:18:53Z"},{"alias_kind":"pith_short_12","alias_value":"O67ZQSLJC377","created_at":"2026-07-05T03:18:53Z"},{"alias_kind":"pith_short_16","alias_value":"O67ZQSLJC377JYGL","created_at":"2026-07-05T03:18:53Z"},{"alias_kind":"pith_short_8","alias_value":"O67ZQSLJ","created_at":"2026-07-05T03:18:53Z"}],"graph_snapshots":[{"event_id":"sha256:2aab4878402b8ec8917f53bd1f39ed2392a2ca4dccc8e65ff6989c3559080315","target":"graph","created_at":"2026-07-05T03:18:53Z","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/2006.14615/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We address the problem of scene layout generation for diverse domains such as images, mobile applications, documents, and 3D objects. Most complex scenes, natural or human-designed, can be expressed as a meaningful arrangement of simpler compositional graphical primitives. Generating a new layout or extending an existing layout requires understanding the relationships between these primitives. To do this, we propose LayoutTransformer, a novel framework that leverages self-attention to learn contextual relationships between layout elements and generate novel layouts in a given domain. Our frame","authors_text":"Abhinav Shrivastava, Alessandro Achille, Justin Lazarow, Kamal Gupta, Larry Davis, Vijay Mahadevan","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-06-25T17:56:34Z","title":"LayoutTransformer: Layout Generation and Completion with Self-attention"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.14615","kind":"arxiv","version":2},"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:c285c13720f5a98a2a1cd9f3790f28142b116b1c2523000de720f0ad74709f52","target":"record","created_at":"2026-07-05T03:18:53Z","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":"b9a7425bc67f75748f6f9ad72f4969c5f794433ef2186c343190ed39bbe5b65f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-06-25T17:56:34Z","title_canon_sha256":"4629e2f08f17a3d21156d7749aeb6276599736691a81917a5e04564d47d3ba8e"},"schema_version":"1.0","source":{"id":"2006.14615","kind":"arxiv","version":2}},"canonical_sha256":"77bf98496916fff4e0cb06981df0df626d0b06248e6477d89b0e766cf142c18e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"77bf98496916fff4e0cb06981df0df626d0b06248e6477d89b0e766cf142c18e","first_computed_at":"2026-07-05T03:18:53.685625Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:18:53.685625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ADCmBLLKvwhk7nJQbShnlUo0XvBuj5glRu1Tx9wTnMmJO0Xpu1FbYNedNJMNGvRB3tU++khvgsTc2qylxzILAw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:18:53.686077Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.14615","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c285c13720f5a98a2a1cd9f3790f28142b116b1c2523000de720f0ad74709f52","sha256:2aab4878402b8ec8917f53bd1f39ed2392a2ca4dccc8e65ff6989c3559080315"],"state_sha256":"5cc97f9ca8b3faf3305cfb24d415cfcb31f33acc03a45ffce53eb31e28e63fa9"}