{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:OG3PSDEFQFWAHN3EPO67QUPQFX","short_pith_number":"pith:OG3PSDEF","canonical_record":{"source":{"id":"2109.10737","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2021-09-22T13:50:51Z","cross_cats_sorted":[],"title_canon_sha256":"5bf0860323443ccd7c434f157fead40ad3ac11d5d03b9ff251489b3723bbf141","abstract_canon_sha256":"c7dd93c0d9cd9bd291f6ba8ab66c71c0bdd5325d72a2a4a0f442173529d9f740"},"schema_version":"1.0"},"canonical_sha256":"71b6f90c85816c03b7647bbdf851f02dfd28655d40c1d2210d25fa74f28bb27c","source":{"kind":"arxiv","id":"2109.10737","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2109.10737","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"arxiv_version","alias_value":"2109.10737v3","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2109.10737","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_12","alias_value":"OG3PSDEFQFWA","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_16","alias_value":"OG3PSDEFQFWAHN3E","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_8","alias_value":"OG3PSDEF","created_at":"2026-07-05T05:01:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:OG3PSDEFQFWAHN3EPO67QUPQFX","target":"record","payload":{"canonical_record":{"source":{"id":"2109.10737","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2021-09-22T13:50:51Z","cross_cats_sorted":[],"title_canon_sha256":"5bf0860323443ccd7c434f157fead40ad3ac11d5d03b9ff251489b3723bbf141","abstract_canon_sha256":"c7dd93c0d9cd9bd291f6ba8ab66c71c0bdd5325d72a2a4a0f442173529d9f740"},"schema_version":"1.0"},"canonical_sha256":"71b6f90c85816c03b7647bbdf851f02dfd28655d40c1d2210d25fa74f28bb27c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:01:36.341692Z","signature_b64":"PFwExk5n9tvmmkkXVY/ezRvA721LvbEsuxNb0q+tiZ0+tAEeXOR8U4FcmgHX+GxiBQOuK0n6ZBnOBtv0+73QAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"71b6f90c85816c03b7647bbdf851f02dfd28655d40c1d2210d25fa74f28bb27c","last_reissued_at":"2026-07-05T05:01:36.341189Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:01:36.341189Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2109.10737","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:01:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4eu9vUOw+zSB84C3VvMD1EYedspR5fuG79HVKIn9m49pEEo4zDnOCqzAXOEFrQLzkgVa0Ng3rxwbwqiujRx9Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T03:33:54.748923Z"},"content_sha256":"0522095028dc330a18b73acd625da6a65b82a2cc0b46861b9483776045a31862","schema_version":"1.0","event_id":"sha256:0522095028dc330a18b73acd625da6a65b82a2cc0b46861b9483776045a31862"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:OG3PSDEFQFWAHN3EPO67QUPQFX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DyStyle: Dynamic Neural Network for Multi-Attribute-Conditioned Style Editing","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Bingchuan Li, Miao Hua, Peng Zhang, Qian He, Shaofei Cai, Wei Liu, Zili Yi","submitted_at":"2021-09-22T13:50:51Z","abstract_excerpt":"The semantic controllability of StyleGAN is enhanced by unremitting research. Although the existing weak supervision methods work well in manipulating the style codes along one attribute, the accuracy of manipulating multiple attributes is neglected. Multi-attribute representations are prone to entanglement in the StyleGAN latent space, while sequential editing leads to error accumulation. To address these limitations, we design a Dynamic Style Manipulation Network (DyStyle) whose structure and parameters vary by input samples, to perform nonlinear and adaptive manipulation of latent codes for"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2109.10737","kind":"arxiv","version":3},"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/2109.10737/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":"2026-07-05T05:01:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XdvTqBUmSjxOlBHrOyDn1pPVyhOF8K4bHtKkgPRIlgzyt4rJ78mnOqWnCIDFek+IIDVvfhDsh4rtUHyawGUuDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T03:33:54.749293Z"},"content_sha256":"50ef4100ffcdea3a945eae83d4cbefadfae8245ab7295cba8d8464033dee802f","schema_version":"1.0","event_id":"sha256:50ef4100ffcdea3a945eae83d4cbefadfae8245ab7295cba8d8464033dee802f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/bundle.json","state_url":"https://pith.science/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/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":"2026-07-09T03:33:54Z","links":{"resolver":"https://pith.science/pith/OG3PSDEFQFWAHN3EPO67QUPQFX","bundle":"https://pith.science/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/bundle.json","state":"https://pith.science/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OG3PSDEFQFWAHN3EPO67QUPQFX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:OG3PSDEFQFWAHN3EPO67QUPQFX","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":"c7dd93c0d9cd9bd291f6ba8ab66c71c0bdd5325d72a2a4a0f442173529d9f740","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2021-09-22T13:50:51Z","title_canon_sha256":"5bf0860323443ccd7c434f157fead40ad3ac11d5d03b9ff251489b3723bbf141"},"schema_version":"1.0","source":{"id":"2109.10737","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2109.10737","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"arxiv_version","alias_value":"2109.10737v3","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2109.10737","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_12","alias_value":"OG3PSDEFQFWA","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_16","alias_value":"OG3PSDEFQFWAHN3E","created_at":"2026-07-05T05:01:36Z"},{"alias_kind":"pith_short_8","alias_value":"OG3PSDEF","created_at":"2026-07-05T05:01:36Z"}],"graph_snapshots":[{"event_id":"sha256:50ef4100ffcdea3a945eae83d4cbefadfae8245ab7295cba8d8464033dee802f","target":"graph","created_at":"2026-07-05T05:01:36Z","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/2109.10737/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The semantic controllability of StyleGAN is enhanced by unremitting research. Although the existing weak supervision methods work well in manipulating the style codes along one attribute, the accuracy of manipulating multiple attributes is neglected. Multi-attribute representations are prone to entanglement in the StyleGAN latent space, while sequential editing leads to error accumulation. To address these limitations, we design a Dynamic Style Manipulation Network (DyStyle) whose structure and parameters vary by input samples, to perform nonlinear and adaptive manipulation of latent codes for","authors_text":"Bingchuan Li, Miao Hua, Peng Zhang, Qian He, Shaofei Cai, Wei Liu, Zili Yi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2021-09-22T13:50:51Z","title":"DyStyle: Dynamic Neural Network for Multi-Attribute-Conditioned Style Editing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2109.10737","kind":"arxiv","version":3},"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":"sha256:0522095028dc330a18b73acd625da6a65b82a2cc0b46861b9483776045a31862","target":"record","created_at":"2026-07-05T05:01:36Z","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":"c7dd93c0d9cd9bd291f6ba8ab66c71c0bdd5325d72a2a4a0f442173529d9f740","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2021-09-22T13:50:51Z","title_canon_sha256":"5bf0860323443ccd7c434f157fead40ad3ac11d5d03b9ff251489b3723bbf141"},"schema_version":"1.0","source":{"id":"2109.10737","kind":"arxiv","version":3}},"canonical_sha256":"71b6f90c85816c03b7647bbdf851f02dfd28655d40c1d2210d25fa74f28bb27c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"71b6f90c85816c03b7647bbdf851f02dfd28655d40c1d2210d25fa74f28bb27c","first_computed_at":"2026-07-05T05:01:36.341189Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:01:36.341189Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PFwExk5n9tvmmkkXVY/ezRvA721LvbEsuxNb0q+tiZ0+tAEeXOR8U4FcmgHX+GxiBQOuK0n6ZBnOBtv0+73QAA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:01:36.341692Z","signed_message":"canonical_sha256_bytes"},"source_id":"2109.10737","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0522095028dc330a18b73acd625da6a65b82a2cc0b46861b9483776045a31862","sha256:50ef4100ffcdea3a945eae83d4cbefadfae8245ab7295cba8d8464033dee802f"],"state_sha256":"11d8354eee4cfe4849dfd84267a07481f245254a43e317c1a4a93907a77766d9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qWdK14vXuYtmjetAt7N4C5WY9HzLb5379YCcD+q8QQsD/6CsRtoJZDWoRF3inUSRuwXLG9IwCTunUTLxdUpuAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T03:33:54.751330Z","bundle_sha256":"5be0aed18cf62bf295320feca4d84b8b46cd25d2e3f9e2aa255a3d1cca2f5973"}}