{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VKNC5NCA4TYNDFOMRUDUHNDMOU","short_pith_number":"pith:VKNC5NCA","canonical_record":{"source":{"id":"2508.00937","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2025-07-31T09:19:05Z","cross_cats_sorted":["cs.GR","cs.LG"],"title_canon_sha256":"44e76fbbf5374db420e3a06e7d4879a40e6301679631dbb2c6cb71b09310ad45","abstract_canon_sha256":"04988643b989b2c39c46eec6dd6811e5f78e3bd2e4c3263a566ccfff762f4e54"},"schema_version":"1.0"},"canonical_sha256":"aa9a2eb440e4f0d195cc8d0743b46c751d2371dafb50056e0706e3e7cb4299a7","source":{"kind":"arxiv","id":"2508.00937","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.00937","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"arxiv_version","alias_value":"2508.00937v4","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.00937","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_12","alias_value":"VKNC5NCA4TYN","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_16","alias_value":"VKNC5NCA4TYNDFOM","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_8","alias_value":"VKNC5NCA","created_at":"2026-07-02T01:18:03Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VKNC5NCA4TYNDFOMRUDUHNDMOU","target":"record","payload":{"canonical_record":{"source":{"id":"2508.00937","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2025-07-31T09:19:05Z","cross_cats_sorted":["cs.GR","cs.LG"],"title_canon_sha256":"44e76fbbf5374db420e3a06e7d4879a40e6301679631dbb2c6cb71b09310ad45","abstract_canon_sha256":"04988643b989b2c39c46eec6dd6811e5f78e3bd2e4c3263a566ccfff762f4e54"},"schema_version":"1.0"},"canonical_sha256":"aa9a2eb440e4f0d195cc8d0743b46c751d2371dafb50056e0706e3e7cb4299a7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-02T01:18:03.635668Z","signature_b64":"HEjI9b/m68R2eO3QwYPQFBOEOYzrQsnwqFiyWedzjMdeLJ0Q13x1/yLAKB4hfcK0ZO2DtIXNhJqZAZo+pKE5DA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"aa9a2eb440e4f0d195cc8d0743b46c751d2371dafb50056e0706e3e7cb4299a7","last_reissued_at":"2026-07-02T01:18:03.635147Z","signature_status":"signed_v1","first_computed_at":"2026-07-02T01:18:03.635147Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.00937","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-02T01:18:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EDG68ExRllDiOKtzWQUXDAxzxfm9Sak32oe17geetuze2769Pzviz7d20Ry3Y+5XCJ6gOPUNnHhYn9Q0BN78CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-27T06:08:44.568562Z"},"content_sha256":"6be258c81ce7900686407bb30612e83bfd7cdf37cdfffeebfdba1403be017714","schema_version":"1.0","event_id":"sha256:6be258c81ce7900686407bb30612e83bfd7cdf37cdfffeebfdba1403be017714"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VKNC5NCA4TYNDFOMRUDUHNDMOU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A General Approach to Visualizing Uncertainty in Statistical Graphics","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.GR","cs.LG"],"primary_cat":"stat.ME","authors_text":"Bernarda Petek, David Nabergoj, Erik \\v{S}trumbelj","submitted_at":"2025-07-31T09:19:05Z","abstract_excerpt":"We present a general approach to visualizing uncertainty in static 2-D statistical graphics. If we treat a visualization as a function of its underlying quantities, uncertainty in those quantities induces a distribution over images. We show how to aggregate these images into a single visualization that represents the uncertainty. The approach can be viewed as a generalization of sample-based approaches that use overlay. Notably, standard representations, such as confidence intervals and bands, emerge with their usual coverage guarantees without being explicitly quantified or visualized. As a p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.00937","kind":"arxiv","version":4},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2508.00937/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-02T01:18:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1eZVdtd1u/tivGCk7zju53rryCuPmkSs7xPX+UdZj5kpuDrKLKS31W3DFJRBVKkf6QYS9meNKIeA5i7MmnJRCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-27T06:08:44.568932Z"},"content_sha256":"1de1d88c5f6db3ac39e2e338d48b388138eefa819db237e8271256251a490b5e","schema_version":"1.0","event_id":"sha256:1de1d88c5f6db3ac39e2e338d48b388138eefa819db237e8271256251a490b5e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/bundle.json","state_url":"https://pith.science/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-27T06:08:44Z","links":{"resolver":"https://pith.science/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU","bundle":"https://pith.science/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/bundle.json","state":"https://pith.science/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VKNC5NCA4TYNDFOMRUDUHNDMOU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VKNC5NCA4TYNDFOMRUDUHNDMOU","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":"04988643b989b2c39c46eec6dd6811e5f78e3bd2e4c3263a566ccfff762f4e54","cross_cats_sorted":["cs.GR","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2025-07-31T09:19:05Z","title_canon_sha256":"44e76fbbf5374db420e3a06e7d4879a40e6301679631dbb2c6cb71b09310ad45"},"schema_version":"1.0","source":{"id":"2508.00937","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.00937","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"arxiv_version","alias_value":"2508.00937v4","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.00937","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_12","alias_value":"VKNC5NCA4TYN","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_16","alias_value":"VKNC5NCA4TYNDFOM","created_at":"2026-07-02T01:18:03Z"},{"alias_kind":"pith_short_8","alias_value":"VKNC5NCA","created_at":"2026-07-02T01:18:03Z"}],"graph_snapshots":[{"event_id":"sha256:1de1d88c5f6db3ac39e2e338d48b388138eefa819db237e8271256251a490b5e","target":"graph","created_at":"2026-07-02T01:18:03Z","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/2508.00937/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a general approach to visualizing uncertainty in static 2-D statistical graphics. If we treat a visualization as a function of its underlying quantities, uncertainty in those quantities induces a distribution over images. We show how to aggregate these images into a single visualization that represents the uncertainty. The approach can be viewed as a generalization of sample-based approaches that use overlay. Notably, standard representations, such as confidence intervals and bands, emerge with their usual coverage guarantees without being explicitly quantified or visualized. As a p","authors_text":"Bernarda Petek, David Nabergoj, Erik \\v{S}trumbelj","cross_cats":["cs.GR","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2025-07-31T09:19:05Z","title":"A General Approach to Visualizing Uncertainty in Statistical Graphics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.00937","kind":"arxiv","version":4},"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":"sha256:6be258c81ce7900686407bb30612e83bfd7cdf37cdfffeebfdba1403be017714","target":"record","created_at":"2026-07-02T01:18:03Z","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":"04988643b989b2c39c46eec6dd6811e5f78e3bd2e4c3263a566ccfff762f4e54","cross_cats_sorted":["cs.GR","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2025-07-31T09:19:05Z","title_canon_sha256":"44e76fbbf5374db420e3a06e7d4879a40e6301679631dbb2c6cb71b09310ad45"},"schema_version":"1.0","source":{"id":"2508.00937","kind":"arxiv","version":4}},"canonical_sha256":"aa9a2eb440e4f0d195cc8d0743b46c751d2371dafb50056e0706e3e7cb4299a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"aa9a2eb440e4f0d195cc8d0743b46c751d2371dafb50056e0706e3e7cb4299a7","first_computed_at":"2026-07-02T01:18:03.635147Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-02T01:18:03.635147Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HEjI9b/m68R2eO3QwYPQFBOEOYzrQsnwqFiyWedzjMdeLJ0Q13x1/yLAKB4hfcK0ZO2DtIXNhJqZAZo+pKE5DA==","signature_status":"signed_v1","signed_at":"2026-07-02T01:18:03.635668Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.00937","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6be258c81ce7900686407bb30612e83bfd7cdf37cdfffeebfdba1403be017714","sha256:1de1d88c5f6db3ac39e2e338d48b388138eefa819db237e8271256251a490b5e"],"state_sha256":"e9d99b2a25dbe408342dfeb7a33d6b73d8e2b1a6645551623a1a1715137096db"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YBNgW6acUnQyC3+RXAu9eML1sSCtbhqrZe6QS/rtnjyq4XnPRD0kHU7F7vhhyZItj5kHqUHPHA3AF5g/rKqsCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-27T06:08:44.571070Z","bundle_sha256":"38ae47f78880a88ed0e574fdf2f1f3abc9831144377962c1b3b3b4e1b1049fe3"}}