{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:LXWMDQEDEF3VEUGDNY4NR5IEUS","short_pith_number":"pith:LXWMDQED","canonical_record":{"source":{"id":"2110.06794","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2021-10-08T13:36:02Z","cross_cats_sorted":["cs.AI","cs.CV"],"title_canon_sha256":"3edab36d84be054b0f3ed90872b8c74c874fd6c14b175514bf6ed40ebad976b2","abstract_canon_sha256":"8f0bea427c55774a7c6667ea0e3d0e6e5c7b3c86ebfb04d2880630ba11996ed2"},"schema_version":"1.0"},"canonical_sha256":"5decc1c08321775250c36e38d8f504a4a71a7f1cf931788553e82fd51cf98c2e","source":{"kind":"arxiv","id":"2110.06794","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2110.06794","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"arxiv_version","alias_value":"2110.06794v2","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2110.06794","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_12","alias_value":"LXWMDQEDEF3V","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_16","alias_value":"LXWMDQEDEF3VEUGD","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_8","alias_value":"LXWMDQED","created_at":"2026-07-05T03:46:22Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:LXWMDQEDEF3VEUGDNY4NR5IEUS","target":"record","payload":{"canonical_record":{"source":{"id":"2110.06794","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2021-10-08T13:36:02Z","cross_cats_sorted":["cs.AI","cs.CV"],"title_canon_sha256":"3edab36d84be054b0f3ed90872b8c74c874fd6c14b175514bf6ed40ebad976b2","abstract_canon_sha256":"8f0bea427c55774a7c6667ea0e3d0e6e5c7b3c86ebfb04d2880630ba11996ed2"},"schema_version":"1.0"},"canonical_sha256":"5decc1c08321775250c36e38d8f504a4a71a7f1cf931788553e82fd51cf98c2e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:46:22.796324Z","signature_b64":"HMiQD59uA1kpTheNGOMiQkxvFAodB8QCCKSU5jHvC4SSRKLYS6D25xokB48W8goSmPwvl/DxhymLJAQ/WRgYAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5decc1c08321775250c36e38d8f504a4a71a7f1cf931788553e82fd51cf98c2e","last_reissued_at":"2026-07-05T03:46:22.795817Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:46:22.795817Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2110.06794","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:46:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KwJ8GhziEBdRz6jVnQt0OCuhDCuDltzBSeNnOnBVXz1rEyhg2C9x3vmlmOpXtxYQdt/MxlDj7m+5/cmABjceAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T19:56:41.128636Z"},"content_sha256":"e92d68a441653be6d40891c103a623fc540cd703e57161a415e6e570be30a0d1","schema_version":"1.0","event_id":"sha256:e92d68a441653be6d40891c103a623fc540cd703e57161a415e6e570be30a0d1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:LXWMDQEDEF3VEUGDNY4NR5IEUS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The Layout Generation Algorithm of Graphic Design Based on Transformer-CVAE","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CV"],"primary_cat":"cs.HC","authors_text":"Dangqing Huang, Mengxi Guo, Xiaodong Xie","submitted_at":"2021-10-08T13:36:02Z","abstract_excerpt":"Graphic design is ubiquitous in people's daily lives. For graphic design, the most time-consuming task is laying out various components in the interface. Repetitive manual layout design will waste a lot of time for professional graphic designers. Existing templates are usually rudimentary and not suitable for most designs, reducing efficiency and limiting creativity. This paper implemented the Transformer model and conditional variational autoencoder (CVAE) to the graphic design layout generation task. It proposed an end-to-end graphic design layout generation model named LayoutT-CVAE. We also"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2110.06794","kind":"arxiv","version":2},"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/2110.06794/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:46:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"42FRUTq1PoFH+Y3LgiX1BwbgPuEmVFEk0z12ZkzAiyFmNXSG/fMdwEcdYPP6Nk6N3NF6w117cGLKU4G5TNZuCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T19:56:41.129550Z"},"content_sha256":"36e612e22ad6cf637a43b0e3396b2952d5265654ed3307efc63b124cb30b5ea2","schema_version":"1.0","event_id":"sha256:36e612e22ad6cf637a43b0e3396b2952d5265654ed3307efc63b124cb30b5ea2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/bundle.json","state_url":"https://pith.science/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-11T19:56:41Z","links":{"resolver":"https://pith.science/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS","bundle":"https://pith.science/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/bundle.json","state":"https://pith.science/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LXWMDQEDEF3VEUGDNY4NR5IEUS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:LXWMDQEDEF3VEUGDNY4NR5IEUS","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":"8f0bea427c55774a7c6667ea0e3d0e6e5c7b3c86ebfb04d2880630ba11996ed2","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2021-10-08T13:36:02Z","title_canon_sha256":"3edab36d84be054b0f3ed90872b8c74c874fd6c14b175514bf6ed40ebad976b2"},"schema_version":"1.0","source":{"id":"2110.06794","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2110.06794","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"arxiv_version","alias_value":"2110.06794v2","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2110.06794","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_12","alias_value":"LXWMDQEDEF3V","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_16","alias_value":"LXWMDQEDEF3VEUGD","created_at":"2026-07-05T03:46:22Z"},{"alias_kind":"pith_short_8","alias_value":"LXWMDQED","created_at":"2026-07-05T03:46:22Z"}],"graph_snapshots":[{"event_id":"sha256:36e612e22ad6cf637a43b0e3396b2952d5265654ed3307efc63b124cb30b5ea2","target":"graph","created_at":"2026-07-05T03:46:22Z","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/2110.06794/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Graphic design is ubiquitous in people's daily lives. For graphic design, the most time-consuming task is laying out various components in the interface. Repetitive manual layout design will waste a lot of time for professional graphic designers. Existing templates are usually rudimentary and not suitable for most designs, reducing efficiency and limiting creativity. This paper implemented the Transformer model and conditional variational autoencoder (CVAE) to the graphic design layout generation task. It proposed an end-to-end graphic design layout generation model named LayoutT-CVAE. We also","authors_text":"Dangqing Huang, Mengxi Guo, Xiaodong Xie","cross_cats":["cs.AI","cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2021-10-08T13:36:02Z","title":"The Layout Generation Algorithm of Graphic Design Based on Transformer-CVAE"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2110.06794","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:e92d68a441653be6d40891c103a623fc540cd703e57161a415e6e570be30a0d1","target":"record","created_at":"2026-07-05T03:46:22Z","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":"8f0bea427c55774a7c6667ea0e3d0e6e5c7b3c86ebfb04d2880630ba11996ed2","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2021-10-08T13:36:02Z","title_canon_sha256":"3edab36d84be054b0f3ed90872b8c74c874fd6c14b175514bf6ed40ebad976b2"},"schema_version":"1.0","source":{"id":"2110.06794","kind":"arxiv","version":2}},"canonical_sha256":"5decc1c08321775250c36e38d8f504a4a71a7f1cf931788553e82fd51cf98c2e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5decc1c08321775250c36e38d8f504a4a71a7f1cf931788553e82fd51cf98c2e","first_computed_at":"2026-07-05T03:46:22.795817Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:46:22.795817Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HMiQD59uA1kpTheNGOMiQkxvFAodB8QCCKSU5jHvC4SSRKLYS6D25xokB48W8goSmPwvl/DxhymLJAQ/WRgYAA==","signature_status":"signed_v1","signed_at":"2026-07-05T03:46:22.796324Z","signed_message":"canonical_sha256_bytes"},"source_id":"2110.06794","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e92d68a441653be6d40891c103a623fc540cd703e57161a415e6e570be30a0d1","sha256:36e612e22ad6cf637a43b0e3396b2952d5265654ed3307efc63b124cb30b5ea2"],"state_sha256":"fb7332d0c96687848bdfe2630ab559e0cab9b6f617805b5764de2da5eb8f5bbd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U13n8TvqhHxhE3tM+JzAqBT4NOj2hxZOAaKnUXLJ94F7beYn1YnId8E7SPxNLdtaQ15i3NEPrU+ujYF2GCkcDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T19:56:41.134554Z","bundle_sha256":"e1e655b4819dc6e84c25a8efff40e38fc726bfd7cb2acf81dd109b7519efab44"}}