{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:RESUPT5M7SBD7D2HKPSKEVMNBN","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":"b31af7b116d0c68e3340c6b55eac05ad5871105cc36dd8c763e5d16ad57e84bf","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T16:38:45Z","title_canon_sha256":"38c56ae0fef8c63b3d281377ebd9899b8ef7ef3f36069f05ed653d3f84470dd8"},"schema_version":"1.0","source":{"id":"2407.12718","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.12718","created_at":"2026-07-05T08:45:31Z"},{"alias_kind":"arxiv_version","alias_value":"2407.12718v2","created_at":"2026-07-05T08:45:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.12718","created_at":"2026-07-05T08:45:31Z"},{"alias_kind":"pith_short_12","alias_value":"RESUPT5M7SBD","created_at":"2026-07-05T08:45:31Z"},{"alias_kind":"pith_short_16","alias_value":"RESUPT5M7SBD7D2H","created_at":"2026-07-05T08:45:31Z"},{"alias_kind":"pith_short_8","alias_value":"RESUPT5M","created_at":"2026-07-05T08:45:31Z"}],"graph_snapshots":[{"event_id":"sha256:5fd2fd936f3ded3fcbec277415b43f08ada6759a8030ecdbc590cd38fdd935d4","target":"graph","created_at":"2026-07-05T08:45:31Z","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/2407.12718/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Diffusion models excel in high-quality generation but suffer from slow inference due to iterative sampling. While recent methods have successfully transformed diffusion models into one-step generators, they neglect model size reduction, limiting their applicability in compute-constrained scenarios. This paper aims to develop small, efficient one-step diffusion models based on the powerful rectified flow framework, by exploring joint compression of inference steps and model size. The rectified flow framework trains one-step generative models using two operations, reflow and distillation. Compar","authors_text":"Qiang Liu, Xingchao Liu, Yuanzhi Zhu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T16:38:45Z","title":"SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.12718","kind":"arxiv","version":2},"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":"sha256:4ee2eabf7ea654b0e47e50c4c4acc374dcf6e06fe06b4cdea1265357e8fad3b5","target":"record","created_at":"2026-07-05T08:45:31Z","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":"b31af7b116d0c68e3340c6b55eac05ad5871105cc36dd8c763e5d16ad57e84bf","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T16:38:45Z","title_canon_sha256":"38c56ae0fef8c63b3d281377ebd9899b8ef7ef3f36069f05ed653d3f84470dd8"},"schema_version":"1.0","source":{"id":"2407.12718","kind":"arxiv","version":2}},"canonical_sha256":"892547cfacfc823f8f4753e4a2558d0b66d9d24a53de0cf06c075e17a9bf5588","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"892547cfacfc823f8f4753e4a2558d0b66d9d24a53de0cf06c075e17a9bf5588","first_computed_at":"2026-07-05T08:45:31.562860Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:45:31.562860Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9kQLBsC9ODDNRKVCJgIBDKKRj8GjTlynPcS/76c2LLPuSDW+TrJeuqk29sdyDRjOomhEHRd5R6NwSsxeCd6lCg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:45:31.563248Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.12718","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4ee2eabf7ea654b0e47e50c4c4acc374dcf6e06fe06b4cdea1265357e8fad3b5","sha256:5fd2fd936f3ded3fcbec277415b43f08ada6759a8030ecdbc590cd38fdd935d4"],"state_sha256":"65412d73b54ab149ab91577f02a20bc3dae84e3631debfb6c3f3a743f5695a27"}