{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OF3N5QAQZKHR5PQPZGDFZXF4X5","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":"94ff2662832f04a3051de478e7b3b5f3e84f0fbfc7955f9681f75ae3b91aa7ee","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-17T17:59:57Z","title_canon_sha256":"2cf09ad20b3b8002c26590d38a0d3a5e74c8f6050a686c0e3b4c3ca4b966cba3"},"schema_version":"1.0","source":{"id":"2406.11837","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.11837","created_at":"2026-07-05T08:32:58Z"},{"alias_kind":"arxiv_version","alias_value":"2406.11837v1","created_at":"2026-07-05T08:32:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.11837","created_at":"2026-07-05T08:32:58Z"},{"alias_kind":"pith_short_12","alias_value":"OF3N5QAQZKHR","created_at":"2026-07-05T08:32:58Z"},{"alias_kind":"pith_short_16","alias_value":"OF3N5QAQZKHR5PQP","created_at":"2026-07-05T08:32:58Z"},{"alias_kind":"pith_short_8","alias_value":"OF3N5QAQ","created_at":"2026-07-05T08:32:58Z"}],"graph_snapshots":[{"event_id":"sha256:e61668b95469dcecfb51dde3d9f3a59e24c02053c04e1a680db272f5dfea73e6","target":"graph","created_at":"2026-07-05T08:32:58Z","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/2406.11837/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the realm of image quantization exemplified by VQGAN, the process encodes images into discrete tokens drawn from a codebook with a predefined size. Recent advancements, particularly with LLAMA 3, reveal that enlarging the codebook significantly enhances model performance. However, VQGAN and its derivatives, such as VQGAN-FC (Factorized Codes) and VQGAN-EMA, continue to grapple with challenges related to expanding the codebook size and enhancing codebook utilization. For instance, VQGAN-FC is restricted to learning a codebook with a maximum size of 16,384, maintaining a typically low utiliza","authors_text":"Dong Chen, Fangyun Wei, Lei Zhu, Yanye Lu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-17T17:59:57Z","title":"Scaling the Codebook Size of VQGAN to 100,000 with a Utilization Rate of 99%"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.11837","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:d65780f13f4777d3693ef0dee264f03191b9641b519837c2a6e9791334bc045e","target":"record","created_at":"2026-07-05T08:32:58Z","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":"94ff2662832f04a3051de478e7b3b5f3e84f0fbfc7955f9681f75ae3b91aa7ee","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-17T17:59:57Z","title_canon_sha256":"2cf09ad20b3b8002c26590d38a0d3a5e74c8f6050a686c0e3b4c3ca4b966cba3"},"schema_version":"1.0","source":{"id":"2406.11837","kind":"arxiv","version":1}},"canonical_sha256":"7176dec010ca8f1ebe0fc9865cdcbcbf484747d0661c4f093ba591b36ae13d41","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7176dec010ca8f1ebe0fc9865cdcbcbf484747d0661c4f093ba591b36ae13d41","first_computed_at":"2026-07-05T08:32:58.482269Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:32:58.482269Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qLpW0w4GCOJqUIt8rKLGCWeP+89JMlBfd+SM2SAg8Vn87U4rYmzUKmF9KLtPp2ULt3E2YaegmxQJuv96HFGFDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:32:58.482734Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.11837","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d65780f13f4777d3693ef0dee264f03191b9641b519837c2a6e9791334bc045e","sha256:e61668b95469dcecfb51dde3d9f3a59e24c02053c04e1a680db272f5dfea73e6"],"state_sha256":"ce05256052e892d242728bbcf71981114ba18219fb33d8d0243e2920af480ceb"}