{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:5ZOIDW4DW5SW5QKFUKZNR4HG3H","short_pith_number":"pith:5ZOIDW4D","canonical_record":{"source":{"id":"2412.19712","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-27T16:13:08Z","cross_cats_sorted":[],"title_canon_sha256":"545e5b6e99ca0b548dee3052e99b6687f974ccb8edf05e085a578ec678b3691a","abstract_canon_sha256":"85788d4df76fb157249470e874645a70e080c3fe756fc4eb7811a3c811c7fe13"},"schema_version":"1.0"},"canonical_sha256":"ee5c81db83b7656ec145a2b2d8f0e6d9e8e1ddc8704dd86aec6a2a6910c7d306","source":{"kind":"arxiv","id":"2412.19712","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.19712","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"arxiv_version","alias_value":"2412.19712v1","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.19712","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_12","alias_value":"5ZOIDW4DW5SW","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_16","alias_value":"5ZOIDW4DW5SW5QKF","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_8","alias_value":"5ZOIDW4D","created_at":"2026-07-05T09:54:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:5ZOIDW4DW5SW5QKFUKZNR4HG3H","target":"record","payload":{"canonical_record":{"source":{"id":"2412.19712","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-27T16:13:08Z","cross_cats_sorted":[],"title_canon_sha256":"545e5b6e99ca0b548dee3052e99b6687f974ccb8edf05e085a578ec678b3691a","abstract_canon_sha256":"85788d4df76fb157249470e874645a70e080c3fe756fc4eb7811a3c811c7fe13"},"schema_version":"1.0"},"canonical_sha256":"ee5c81db83b7656ec145a2b2d8f0e6d9e8e1ddc8704dd86aec6a2a6910c7d306","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:54:39.974364Z","signature_b64":"oP3B2CLbHobT1YSRM5dx3gWeyCHJsy6T+DOnqDScZBnYGMlfBfKqRAbwS7lZQlDAvZpfchxcG0bW9F6UHjDjDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ee5c81db83b7656ec145a2b2d8f0e6d9e8e1ddc8704dd86aec6a2a6910c7d306","last_reissued_at":"2026-07-05T09:54:39.973929Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:54:39.973929Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.19712","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:54:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OkMqp/8loEO6pW9PwHMYFcxb0/auIvW4YEFCW7JDMF7jCKep3Hth1X61Yh2T3C/InPpLMPzc716dU4eiDwRqCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T04:53:24.651101Z"},"content_sha256":"51a5f6a373e221203b4aac7ae8506b0bf6b93b4a24748df96eb48bf5ae4d4f9e","schema_version":"1.0","event_id":"sha256:51a5f6a373e221203b4aac7ae8506b0bf6b93b4a24748df96eb48bf5ae4d4f9e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:5ZOIDW4DW5SW5QKFUKZNR4HG3H","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From Elements to Design: A Layered Approach for Automatic Graphic Design Composition","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Danqing Huang, Jiang Bian, Jiawei Lin, Ji Li, Shizhao Sun, Ting Liu","submitted_at":"2024-12-27T16:13:08Z","abstract_excerpt":"In this work, we investigate automatic design composition from multimodal graphic elements. Although recent studies have developed various generative models for graphic design, they usually face the following limitations: they only focus on certain subtasks and are far from achieving the design composition task; they do not consider the hierarchical information of graphic designs during the generation process. To tackle these issues, we introduce the layered design principle into Large Multimodal Models (LMMs) and propose a novel approach, called LaDeCo, to accomplish this challenging task. Sp"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.19712","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/2412.19712/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":"2026-07-05T09:54:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4VKYOxv0gTMdMe7SR1px9Kopp5rHw/DTo6N+s7Qd0pAp6K/hF9iSQh6MxoDN8S0MiPOFKDdRk/l+tZ7KLnBBAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T04:53:24.651608Z"},"content_sha256":"a049cb3d137fac7acb05f02ae7a26de128cfaaa20267fecefad5fd02ff442109","schema_version":"1.0","event_id":"sha256:a049cb3d137fac7acb05f02ae7a26de128cfaaa20267fecefad5fd02ff442109"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/bundle.json","state_url":"https://pith.science/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/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":"2026-08-13T04:53:24Z","links":{"resolver":"https://pith.science/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H","bundle":"https://pith.science/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/bundle.json","state":"https://pith.science/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5ZOIDW4DW5SW5QKFUKZNR4HG3H/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5ZOIDW4DW5SW5QKFUKZNR4HG3H","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":"85788d4df76fb157249470e874645a70e080c3fe756fc4eb7811a3c811c7fe13","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-27T16:13:08Z","title_canon_sha256":"545e5b6e99ca0b548dee3052e99b6687f974ccb8edf05e085a578ec678b3691a"},"schema_version":"1.0","source":{"id":"2412.19712","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.19712","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"arxiv_version","alias_value":"2412.19712v1","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.19712","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_12","alias_value":"5ZOIDW4DW5SW","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_16","alias_value":"5ZOIDW4DW5SW5QKF","created_at":"2026-07-05T09:54:39Z"},{"alias_kind":"pith_short_8","alias_value":"5ZOIDW4D","created_at":"2026-07-05T09:54:39Z"}],"graph_snapshots":[{"event_id":"sha256:a049cb3d137fac7acb05f02ae7a26de128cfaaa20267fecefad5fd02ff442109","target":"graph","created_at":"2026-07-05T09:54:39Z","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/2412.19712/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work, we investigate automatic design composition from multimodal graphic elements. Although recent studies have developed various generative models for graphic design, they usually face the following limitations: they only focus on certain subtasks and are far from achieving the design composition task; they do not consider the hierarchical information of graphic designs during the generation process. To tackle these issues, we introduce the layered design principle into Large Multimodal Models (LMMs) and propose a novel approach, called LaDeCo, to accomplish this challenging task. Sp","authors_text":"Danqing Huang, Jiang Bian, Jiawei Lin, Ji Li, Shizhao Sun, Ting Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-27T16:13:08Z","title":"From Elements to Design: A Layered Approach for Automatic Graphic Design Composition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.19712","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":"sha256:51a5f6a373e221203b4aac7ae8506b0bf6b93b4a24748df96eb48bf5ae4d4f9e","target":"record","created_at":"2026-07-05T09:54:39Z","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":"85788d4df76fb157249470e874645a70e080c3fe756fc4eb7811a3c811c7fe13","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-27T16:13:08Z","title_canon_sha256":"545e5b6e99ca0b548dee3052e99b6687f974ccb8edf05e085a578ec678b3691a"},"schema_version":"1.0","source":{"id":"2412.19712","kind":"arxiv","version":1}},"canonical_sha256":"ee5c81db83b7656ec145a2b2d8f0e6d9e8e1ddc8704dd86aec6a2a6910c7d306","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ee5c81db83b7656ec145a2b2d8f0e6d9e8e1ddc8704dd86aec6a2a6910c7d306","first_computed_at":"2026-07-05T09:54:39.973929Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:54:39.973929Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oP3B2CLbHobT1YSRM5dx3gWeyCHJsy6T+DOnqDScZBnYGMlfBfKqRAbwS7lZQlDAvZpfchxcG0bW9F6UHjDjDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:54:39.974364Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.19712","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:51a5f6a373e221203b4aac7ae8506b0bf6b93b4a24748df96eb48bf5ae4d4f9e","sha256:a049cb3d137fac7acb05f02ae7a26de128cfaaa20267fecefad5fd02ff442109"],"state_sha256":"d64cb103a5b87cb0b5fe588062f9aa0813b83aa454ed6849f05e061b4deae5da"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"It+Xc8wprkB2bPpFXep0SHxKdxKke0qOLHQIeIVfYpj8y2737tCayn4JgTdfMPj6RooOOQFhN8nXUM1TSqS0Dg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T04:53:24.655330Z","bundle_sha256":"8475944f8f9f7ed37816672785686228ed7e679c6bf9098da795d7d008a1a119"}}