{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:DWBCFPKUH34J72TUBCBFD37MIL","short_pith_number":"pith:DWBCFPKU","canonical_record":{"source":{"id":"2606.24454","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-06-23T11:43:45Z","cross_cats_sorted":[],"title_canon_sha256":"7e55120c42fb1fe8e0f2357530fabe42a60d150a9e4681f9717917299f713eed","abstract_canon_sha256":"27a9ebcc1a90fcd772fda2d7822a7b739238dbc97e3ef78ab88d7f9e85c8dd46"},"schema_version":"1.0"},"canonical_sha256":"1d8222bd543ef89fea74088251efec42f7e8b19684bc592c250ef74ad67a97b0","source":{"kind":"arxiv","id":"2606.24454","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.24454","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"arxiv_version","alias_value":"2606.24454v1","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.24454","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_12","alias_value":"DWBCFPKUH34J","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_16","alias_value":"DWBCFPKUH34J72TU","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_8","alias_value":"DWBCFPKU","created_at":"2026-06-24T01:15:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:DWBCFPKUH34J72TUBCBFD37MIL","target":"record","payload":{"canonical_record":{"source":{"id":"2606.24454","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-06-23T11:43:45Z","cross_cats_sorted":[],"title_canon_sha256":"7e55120c42fb1fe8e0f2357530fabe42a60d150a9e4681f9717917299f713eed","abstract_canon_sha256":"27a9ebcc1a90fcd772fda2d7822a7b739238dbc97e3ef78ab88d7f9e85c8dd46"},"schema_version":"1.0"},"canonical_sha256":"1d8222bd543ef89fea74088251efec42f7e8b19684bc592c250ef74ad67a97b0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-24T01:15:30.851804Z","signature_b64":"V5HIWY2F76YndtOjR+ozYbDBisRa/wEd5wS6DCMQehWORTTqTbIkM3XYdo8cATZyZ35V8Q9zSqJHZfrku9FvCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1d8222bd543ef89fea74088251efec42f7e8b19684bc592c250ef74ad67a97b0","last_reissued_at":"2026-06-24T01:15:30.851465Z","signature_status":"signed_v1","first_computed_at":"2026-06-24T01:15:30.851465Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.24454","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-24T01:15:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ybve7kp2JpBMK5NrhKVHUtohmz5gWmK8ypnk+31Q1UX1ZfFekfq8Cn9U5PMYWqL+rYK41XovskkgNuLOAgyUCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T11:58:49.430826Z"},"content_sha256":"5a196851c93519aa2f2a88d1b6bf3dee3fc34cc9dfa0ba1e8a01ee505733aa86","schema_version":"1.0","event_id":"sha256:5a196851c93519aa2f2a88d1b6bf3dee3fc34cc9dfa0ba1e8a01ee505733aa86"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:DWBCFPKUH34J72TUBCBFD37MIL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Optimizing Visual Analytics Workflows: From Theory to Practice","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Alfie Abdul-Rahman, David Ebert, Min Chen, Philip Beaucamp, Rita Borgo, Saiful Khan, Wolfgang Jentner, Yiwen Xing","submitted_at":"2026-06-23T11:43:45Z","abstract_excerpt":"The principle of visual analytics (VA) is to provide integrated workflows where human-centric processes (e.g., visualization and interaction) and machine-centric processes (e.g., statistics and algorithms) complement each other. To implement this principle in practice, it is necessary to reason about the trade-offs among different processes and make optimal use of them in a workflow. Building on an existing ontology of the methodology for analyzing such trade-offs information-theoretically and for optimizing VA workflows systematically, we investigate ways to transform this methodology from th"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.24454","kind":"arxiv","version":1},"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/2606.24454/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":"2026-06-24T01:15:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HpHJL3FHFTcLqC5LsVaV/Zp7WuwAfbmsHOHX1QeovBpj3sVg/vsiJRtM6C/cx2m7Hwdc18Hvbsj8292hSG8/DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T11:58:49.431190Z"},"content_sha256":"f6353ebaf46da72109ddc5ec9fc2091a2c6eaf8a7a0e6b5203956fefae405322","schema_version":"1.0","event_id":"sha256:f6353ebaf46da72109ddc5ec9fc2091a2c6eaf8a7a0e6b5203956fefae405322"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DWBCFPKUH34J72TUBCBFD37MIL/bundle.json","state_url":"https://pith.science/pith/DWBCFPKUH34J72TUBCBFD37MIL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DWBCFPKUH34J72TUBCBFD37MIL/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":"2026-06-29T11:58:49Z","links":{"resolver":"https://pith.science/pith/DWBCFPKUH34J72TUBCBFD37MIL","bundle":"https://pith.science/pith/DWBCFPKUH34J72TUBCBFD37MIL/bundle.json","state":"https://pith.science/pith/DWBCFPKUH34J72TUBCBFD37MIL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DWBCFPKUH34J72TUBCBFD37MIL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:DWBCFPKUH34J72TUBCBFD37MIL","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":"27a9ebcc1a90fcd772fda2d7822a7b739238dbc97e3ef78ab88d7f9e85c8dd46","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-06-23T11:43:45Z","title_canon_sha256":"7e55120c42fb1fe8e0f2357530fabe42a60d150a9e4681f9717917299f713eed"},"schema_version":"1.0","source":{"id":"2606.24454","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.24454","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"arxiv_version","alias_value":"2606.24454v1","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.24454","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_12","alias_value":"DWBCFPKUH34J","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_16","alias_value":"DWBCFPKUH34J72TU","created_at":"2026-06-24T01:15:30Z"},{"alias_kind":"pith_short_8","alias_value":"DWBCFPKU","created_at":"2026-06-24T01:15:30Z"}],"graph_snapshots":[{"event_id":"sha256:f6353ebaf46da72109ddc5ec9fc2091a2c6eaf8a7a0e6b5203956fefae405322","target":"graph","created_at":"2026-06-24T01:15:30Z","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/2606.24454/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The principle of visual analytics (VA) is to provide integrated workflows where human-centric processes (e.g., visualization and interaction) and machine-centric processes (e.g., statistics and algorithms) complement each other. To implement this principle in practice, it is necessary to reason about the trade-offs among different processes and make optimal use of them in a workflow. Building on an existing ontology of the methodology for analyzing such trade-offs information-theoretically and for optimizing VA workflows systematically, we investigate ways to transform this methodology from th","authors_text":"Alfie Abdul-Rahman, David Ebert, Min Chen, Philip Beaucamp, Rita Borgo, Saiful Khan, Wolfgang Jentner, Yiwen Xing","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-06-23T11:43:45Z","title":"Optimizing Visual Analytics Workflows: From Theory to Practice"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.24454","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":"sha256:5a196851c93519aa2f2a88d1b6bf3dee3fc34cc9dfa0ba1e8a01ee505733aa86","target":"record","created_at":"2026-06-24T01:15:30Z","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":"27a9ebcc1a90fcd772fda2d7822a7b739238dbc97e3ef78ab88d7f9e85c8dd46","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-06-23T11:43:45Z","title_canon_sha256":"7e55120c42fb1fe8e0f2357530fabe42a60d150a9e4681f9717917299f713eed"},"schema_version":"1.0","source":{"id":"2606.24454","kind":"arxiv","version":1}},"canonical_sha256":"1d8222bd543ef89fea74088251efec42f7e8b19684bc592c250ef74ad67a97b0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d8222bd543ef89fea74088251efec42f7e8b19684bc592c250ef74ad67a97b0","first_computed_at":"2026-06-24T01:15:30.851465Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-24T01:15:30.851465Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"V5HIWY2F76YndtOjR+ozYbDBisRa/wEd5wS6DCMQehWORTTqTbIkM3XYdo8cATZyZ35V8Q9zSqJHZfrku9FvCA==","signature_status":"signed_v1","signed_at":"2026-06-24T01:15:30.851804Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.24454","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5a196851c93519aa2f2a88d1b6bf3dee3fc34cc9dfa0ba1e8a01ee505733aa86","sha256:f6353ebaf46da72109ddc5ec9fc2091a2c6eaf8a7a0e6b5203956fefae405322"],"state_sha256":"b2261fcbf6b0c6562358d7dd259b6214cc76ebd44c5bd7dcd33b63d5f17b2ffc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"g4PAFcSNq5rXBx77A0ym0nIOYIcrfFWUZyLcJNaInkhAJzwBXshqlTY5P8lKYO5+aJ3S03upVhI5XiLUTeHIDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-29T11:58:49.433193Z","bundle_sha256":"c6afcea0836de307a2cdf454fcff467d635384ef18b76a296d1e268a23306477"}}