{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:DYF3WQB2Y3EHBSE7HFBWT6PMDS","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":"91020a27107cc32f1432ec53903e9afa3dc5313cc898b1c765b1d6b03407b688","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-13T21:06:58Z","title_canon_sha256":"89eaa18dbfe75261d48a90094e3cd14f80ff8cb18f5e0be83ec856c26354e2cc"},"schema_version":"1.0","source":{"id":"1803.05045","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.05045","created_at":"2026-05-18T00:21:01Z"},{"alias_kind":"arxiv_version","alias_value":"1803.05045v1","created_at":"2026-05-18T00:21:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.05045","created_at":"2026-05-18T00:21:01Z"},{"alias_kind":"pith_short_12","alias_value":"DYF3WQB2Y3EH","created_at":"2026-05-18T12:32:19Z"},{"alias_kind":"pith_short_16","alias_value":"DYF3WQB2Y3EHBSE7","created_at":"2026-05-18T12:32:19Z"},{"alias_kind":"pith_short_8","alias_value":"DYF3WQB2","created_at":"2026-05-18T12:32:19Z"}],"graph_snapshots":[{"event_id":"sha256:e831702ecc6991bd053ccd3126b38cb19ad064f71cedb00b9295bc8886566a8e","target":"graph","created_at":"2026-05-18T00:21:01Z","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":"Generative adversarial networks are used to generate images but still their convergence properties are not well understood. There have been a few studies who intended to investigate the stability properties of GANs as a dynamical system. This short writing can be seen in that direction. Among the proposed methods for stabilizing training of GANs, {\\ss}-GAN was the first who proposed a complete annealing strategy to change high-level conditions of the GAN objective. In this note, we show by a simple example how annealing strategy works in GANs. The theoretical analysis is supported by simple si","authors_text":"Arash Mehrjou","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-13T21:06:58Z","title":"Analysis of Nonautonomous Adversarial Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.05045","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:f2b25f5671db36f584c6813bca3ded814c895efa02a05d77b32470a0b08572d8","target":"record","created_at":"2026-05-18T00:21:01Z","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":"91020a27107cc32f1432ec53903e9afa3dc5313cc898b1c765b1d6b03407b688","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-13T21:06:58Z","title_canon_sha256":"89eaa18dbfe75261d48a90094e3cd14f80ff8cb18f5e0be83ec856c26354e2cc"},"schema_version":"1.0","source":{"id":"1803.05045","kind":"arxiv","version":1}},"canonical_sha256":"1e0bbb403ac6c870c89f394369f9ec1c80d9d4d365d96ce40f61661431c255fc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1e0bbb403ac6c870c89f394369f9ec1c80d9d4d365d96ce40f61661431c255fc","first_computed_at":"2026-05-18T00:21:01.410729Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:21:01.410729Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"57czNn9jaew9l8VlA6+E+jui7k8FztU25gYMv+9PhBgAlV0zA53ysn4mjXWaXdT0NWQG2KrIkmyKwM1HH6FeDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:21:01.411211Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.05045","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f2b25f5671db36f584c6813bca3ded814c895efa02a05d77b32470a0b08572d8","sha256:e831702ecc6991bd053ccd3126b38cb19ad064f71cedb00b9295bc8886566a8e"],"state_sha256":"f1408684633dab42758cff4b99ff5dc1822e34c3e622cc4056f117cab90176df"}