{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:BNMORAKT6PSNMRGNM2YICSKP3L","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":"b2cc01483801de782c327a10295662b3d5f4975052fc36619308a95b82bb62ac","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2016-09-14T22:42:23Z","title_canon_sha256":"32f377eec15371e6e05568f73d9013e1b6a3edd8e96dff23c07011144f089de8"},"schema_version":"1.0","source":{"id":"1609.04468","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1609.04468","created_at":"2026-05-18T00:55:51Z"},{"alias_kind":"arxiv_version","alias_value":"1609.04468v3","created_at":"2026-05-18T00:55:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1609.04468","created_at":"2026-05-18T00:55:51Z"},{"alias_kind":"pith_short_12","alias_value":"BNMORAKT6PSN","created_at":"2026-05-18T12:30:07Z"},{"alias_kind":"pith_short_16","alias_value":"BNMORAKT6PSNMRGN","created_at":"2026-05-18T12:30:07Z"},{"alias_kind":"pith_short_8","alias_value":"BNMORAKT","created_at":"2026-05-18T12:30:07Z"}],"graph_snapshots":[{"event_id":"sha256:799e02033040c439c00c6cb2d48c6cbd39879ecccabc75c43c6f4183477ce0e9","target":"graph","created_at":"2026-05-18T00:55:51Z","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"},"paper":{"abstract_excerpt":"We introduce several techniques for sampling and visualizing the latent spaces of generative models. Replacing linear interpolation with spherical linear interpolation prevents diverging from a model's prior distribution and produces sharper samples. J-Diagrams and MINE grids are introduced as visualizations of manifolds created by analogies and nearest neighbors. We demonstrate two new techniques for deriving attribute vectors: bias-corrected vectors with data replication and synthetic vectors with data augmentation. Binary classification using attribute vectors is presented as a technique su","authors_text":"Tom White","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2016-09-14T22:42:23Z","title":"Sampling Generative Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1609.04468","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:a5d32f344738292d053c43970533ea1f4ef75facd7b608eb74219f46150f23a4","target":"record","created_at":"2026-05-18T00:55:51Z","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":"b2cc01483801de782c327a10295662b3d5f4975052fc36619308a95b82bb62ac","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2016-09-14T22:42:23Z","title_canon_sha256":"32f377eec15371e6e05568f73d9013e1b6a3edd8e96dff23c07011144f089de8"},"schema_version":"1.0","source":{"id":"1609.04468","kind":"arxiv","version":3}},"canonical_sha256":"0b58e88153f3e4d644cd66b081494fdac25b4920c90400160147a50cfbced262","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b58e88153f3e4d644cd66b081494fdac25b4920c90400160147a50cfbced262","first_computed_at":"2026-05-18T00:55:51.736773Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:55:51.736773Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OnY1qBpaoHm0w04ff3gvYTlWD4+V/hIgzxj271b3albztibZFqxXFgUSYOlUlPDWY7RU2QGiJ8xd/lXkmIJHBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:55:51.737569Z","signed_message":"canonical_sha256_bytes"},"source_id":"1609.04468","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a5d32f344738292d053c43970533ea1f4ef75facd7b608eb74219f46150f23a4","sha256:799e02033040c439c00c6cb2d48c6cbd39879ecccabc75c43c6f4183477ce0e9"],"state_sha256":"7181f60a2a4c022f5fbcb0e1aa1ba18536baf6317acfdda89c22d7f0f03b91b2"}