{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ZZSDJE2XTTNETK2IX4DXBVVUKC","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":"bacda4505937b711a59c97595813bb9e4866e81435584e02e404647ddffd276f","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-15T09:46:30Z","title_canon_sha256":"430ab8835ac17fbef45052273faadc5de6b180a54ab8c99d262a9f17e220af18"},"schema_version":"1.0","source":{"id":"2311.08819","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.08819","created_at":"2026-07-05T07:13:04Z"},{"alias_kind":"arxiv_version","alias_value":"2311.08819v1","created_at":"2026-07-05T07:13:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.08819","created_at":"2026-07-05T07:13:04Z"},{"alias_kind":"pith_short_12","alias_value":"ZZSDJE2XTTNE","created_at":"2026-07-05T07:13:04Z"},{"alias_kind":"pith_short_16","alias_value":"ZZSDJE2XTTNETK2I","created_at":"2026-07-05T07:13:04Z"},{"alias_kind":"pith_short_8","alias_value":"ZZSDJE2X","created_at":"2026-07-05T07:13:04Z"}],"graph_snapshots":[{"event_id":"sha256:77ca180f1bb54b51e7a59c1995c9b1a6652d862f42e04c5c6b6fa67758db8669","target":"graph","created_at":"2026-07-05T07:13:04Z","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/2311.08819/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents FreD, a novel parameterization method for dataset distillation, which utilizes the frequency domain to distill a small-sized synthetic dataset from a large-sized original dataset. Unlike conventional approaches that focus on the spatial domain, FreD employs frequency-based transforms to optimize the frequency representations of each data instance. By leveraging the concentration of spatial domain information on specific frequency components, FreD intelligently selects a subset of frequency dimensions for optimization, leading to a significant reduction in the required budge","authors_text":"Donghyeok Shin, Il-Chul Moon, Seungjae Shin","cross_cats":["cs.AI","cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-15T09:46:30Z","title":"Frequency Domain-based Dataset Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.08819","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":"sha256:8885c4d4d3383140dea2497c36c66566cdd15f318a21fb3e5cca6a0905bdd413","target":"record","created_at":"2026-07-05T07:13:04Z","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":"bacda4505937b711a59c97595813bb9e4866e81435584e02e404647ddffd276f","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-15T09:46:30Z","title_canon_sha256":"430ab8835ac17fbef45052273faadc5de6b180a54ab8c99d262a9f17e220af18"},"schema_version":"1.0","source":{"id":"2311.08819","kind":"arxiv","version":1}},"canonical_sha256":"ce643493579cda49ab48bf0770d6b45092cd615a5f052b24426312b93504c67d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ce643493579cda49ab48bf0770d6b45092cd615a5f052b24426312b93504c67d","first_computed_at":"2026-07-05T07:13:04.213608Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:13:04.213608Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PpGLpLnfxFjOvEaxi1wcf3QEjXR04xk22+YB97TbfIiTRUMH7ucsSy9nlF8chdB3Eue+/yKK17QbSzgqOl2nBg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:13:04.214059Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.08819","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8885c4d4d3383140dea2497c36c66566cdd15f318a21fb3e5cca6a0905bdd413","sha256:77ca180f1bb54b51e7a59c1995c9b1a6652d862f42e04c5c6b6fa67758db8669"],"state_sha256":"7b663b08c41c47ba803449c412c460b218d2e1e2370f2beffd4a761edfadc905"}