{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:UQGDCO4IQUSDNIVXS5V7KOGKMP","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":"00d54afbd8a768bf668cb4e8077c01c8cdd68e591e71dfd7b3a3a6b78a7e21a1","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-07T13:29:11Z","title_canon_sha256":"e2e431ae3e52eef3cb880d754b4fe2d03568562f93bf4d924f53fbad177ef94b"},"schema_version":"1.0","source":{"id":"1908.02626","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.02626","created_at":"2026-07-04T23:58:10Z"},{"alias_kind":"arxiv_version","alias_value":"1908.02626v1","created_at":"2026-07-04T23:58:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.02626","created_at":"2026-07-04T23:58:10Z"},{"alias_kind":"pith_short_12","alias_value":"UQGDCO4IQUSD","created_at":"2026-07-04T23:58:10Z"},{"alias_kind":"pith_short_16","alias_value":"UQGDCO4IQUSDNIVX","created_at":"2026-07-04T23:58:10Z"},{"alias_kind":"pith_short_8","alias_value":"UQGDCO4I","created_at":"2026-07-04T23:58:10Z"}],"graph_snapshots":[{"event_id":"sha256:853c49a734c7a3f431328efa2265a50c10a4cffe6c7a2eef1f09150814edf3c4","target":"graph","created_at":"2026-07-04T23:58:10Z","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/1908.02626/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper we propose Structuring AutoEncoders (SAE). SAEs are neural networks which learn a low dimensional representation of data which are additionally enriched with a desired structure in this low dimensional space. While traditional Autoencoders have proven to structure data naturally they fail to discover semantic structure that is hard to recognize in the raw data. The SAE solves the problem by enhancing a traditional Autoencoder using weak supervision to form a structured latent space. In the experiments we demonstrate, that the structured latent space allows for a much more efficie","authors_text":"Bastian Wandt, Bodo Rosenhahn, Marco Rudolph","cross_cats":["cs.CV","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-07T13:29:11Z","title":"Structuring Autoencoders"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.02626","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:dbf7bba07d07043df88ac82be42cf6c3b37e4023de1819ff3e06bc750e38cbaf","target":"record","created_at":"2026-07-04T23:58:10Z","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":"00d54afbd8a768bf668cb4e8077c01c8cdd68e591e71dfd7b3a3a6b78a7e21a1","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-07T13:29:11Z","title_canon_sha256":"e2e431ae3e52eef3cb880d754b4fe2d03568562f93bf4d924f53fbad177ef94b"},"schema_version":"1.0","source":{"id":"1908.02626","kind":"arxiv","version":1}},"canonical_sha256":"a40c313b88852436a2b7976bf538ca63ef745895db5fdcc45329479c5ecb27a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a40c313b88852436a2b7976bf538ca63ef745895db5fdcc45329479c5ecb27a7","first_computed_at":"2026-07-04T23:58:10.608427Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-04T23:58:10.608427Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9YtquHOk2hrGyFVkuqs/pJTNgEtiX5TGiamvKwSBhd3YE8pVYqID4GS29bHXOSS0CI+Z1SzUfzrVNWBH/AvsAQ==","signature_status":"signed_v1","signed_at":"2026-07-04T23:58:10.608798Z","signed_message":"canonical_sha256_bytes"},"source_id":"1908.02626","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dbf7bba07d07043df88ac82be42cf6c3b37e4023de1819ff3e06bc750e38cbaf","sha256:853c49a734c7a3f431328efa2265a50c10a4cffe6c7a2eef1f09150814edf3c4"],"state_sha256":"757e46239cb98c48d2d6040f5ad3098908809a95031a4468c31e13904fc22133"}