{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:FZUIBFCXCTOYPLHFJQPEKJGHH6","short_pith_number":"pith:FZUIBFCX","canonical_record":{"source":{"id":"2407.11981","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-29T13:35:02Z","cross_cats_sorted":[],"title_canon_sha256":"e5eeabaadd5ee34f18284795d12e24e0e95959e47b48230b9e50dec84127a921","abstract_canon_sha256":"404fddb95d667d681ea6262a85e583598eefdc76352efc758ef3038cb91ac548"},"schema_version":"1.0"},"canonical_sha256":"2e6880945714dd87ace54c1e4524c73f8e6e237b09a7972e6f42c2f4cb782754","source":{"kind":"arxiv","id":"2407.11981","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.11981","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"arxiv_version","alias_value":"2407.11981v2","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.11981","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_12","alias_value":"FZUIBFCXCTOY","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_16","alias_value":"FZUIBFCXCTOYPLHF","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_8","alias_value":"FZUIBFCX","created_at":"2026-07-05T09:41:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:FZUIBFCXCTOYPLHFJQPEKJGHH6","target":"record","payload":{"canonical_record":{"source":{"id":"2407.11981","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-29T13:35:02Z","cross_cats_sorted":[],"title_canon_sha256":"e5eeabaadd5ee34f18284795d12e24e0e95959e47b48230b9e50dec84127a921","abstract_canon_sha256":"404fddb95d667d681ea6262a85e583598eefdc76352efc758ef3038cb91ac548"},"schema_version":"1.0"},"canonical_sha256":"2e6880945714dd87ace54c1e4524c73f8e6e237b09a7972e6f42c2f4cb782754","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:41:39.208929Z","signature_b64":"DaLRIgtAzV6vuqiTsxWXjVZGaLeXWGYV7axChJes+KnLZI/wzlzZMWqT5OYezlVXUi3hnYqA7smSTNs3cuBhCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2e6880945714dd87ace54c1e4524c73f8e6e237b09a7972e6f42c2f4cb782754","last_reissued_at":"2026-07-05T09:41:39.208471Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:41:39.208471Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.11981","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:41:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"u7CoKVXY/AgceNgwqjPLb5RN1cLTewzQaBD1wbMHQ0JHKp3QO67qcWO34sUvFCc1DYVTAEjlGW6veb2Dn0k1Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T08:03:20.443609Z"},"content_sha256":"2ee41586f8795fb6b4c3824b0a27211dba68278b8c48bae2ebed0c974288a611","schema_version":"1.0","event_id":"sha256:2ee41586f8795fb6b4c3824b0a27211dba68278b8c48bae2ebed0c974288a611"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:FZUIBFCXCTOYPLHFJQPEKJGHH6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"What is Beautiful is Still Good: The Attractiveness Halo Effect in the era of Beauty Filters","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Aditya Gulati, Bruno Lepri, Daniel Fernandez, Marina Martinez-Garcia, Miguel Angel Lozano, Nuria Oliver","submitted_at":"2024-05-29T13:35:02Z","abstract_excerpt":"The impact of cognitive biases on decision-making in the digital world remains under-explored despite its well-documented effects in physical contexts. This study addresses this gap by investigating the attractiveness halo effect using AI-based beauty filters. We conduct a large-scale online user study involving 2,748 participants who rated facial images from a diverse set of 462 distinct individuals in two conditions: original and attractive after applying a beauty filter. Our study reveals that the same individuals receive statistically significantly higher ratings of attractiveness and othe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.11981","kind":"arxiv","version":2},"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/2407.11981/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":"2026-07-05T09:41:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wsbYCwhvjgU6decS5Bt3DD23j2fEbYYbTbqEVojulkNsDiAROpE7tAf3DqL5cDCjHf995ThgkyTbJB3PKqXMCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T08:03:20.444117Z"},"content_sha256":"7491e113a42d4cc87ca2300acbb52927a7b2d05dcfac9894a50394d303c7c65b","schema_version":"1.0","event_id":"sha256:7491e113a42d4cc87ca2300acbb52927a7b2d05dcfac9894a50394d303c7c65b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/bundle.json","state_url":"https://pith.science/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/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":"2026-08-07T08:03:20Z","links":{"resolver":"https://pith.science/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6","bundle":"https://pith.science/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/bundle.json","state":"https://pith.science/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FZUIBFCXCTOYPLHFJQPEKJGHH6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FZUIBFCXCTOYPLHFJQPEKJGHH6","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":"404fddb95d667d681ea6262a85e583598eefdc76352efc758ef3038cb91ac548","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-29T13:35:02Z","title_canon_sha256":"e5eeabaadd5ee34f18284795d12e24e0e95959e47b48230b9e50dec84127a921"},"schema_version":"1.0","source":{"id":"2407.11981","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.11981","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"arxiv_version","alias_value":"2407.11981v2","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.11981","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_12","alias_value":"FZUIBFCXCTOY","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_16","alias_value":"FZUIBFCXCTOYPLHF","created_at":"2026-07-05T09:41:39Z"},{"alias_kind":"pith_short_8","alias_value":"FZUIBFCX","created_at":"2026-07-05T09:41:39Z"}],"graph_snapshots":[{"event_id":"sha256:7491e113a42d4cc87ca2300acbb52927a7b2d05dcfac9894a50394d303c7c65b","target":"graph","created_at":"2026-07-05T09:41:39Z","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/2407.11981/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The impact of cognitive biases on decision-making in the digital world remains under-explored despite its well-documented effects in physical contexts. This study addresses this gap by investigating the attractiveness halo effect using AI-based beauty filters. We conduct a large-scale online user study involving 2,748 participants who rated facial images from a diverse set of 462 distinct individuals in two conditions: original and attractive after applying a beauty filter. Our study reveals that the same individuals receive statistically significantly higher ratings of attractiveness and othe","authors_text":"Aditya Gulati, Bruno Lepri, Daniel Fernandez, Marina Martinez-Garcia, Miguel Angel Lozano, Nuria Oliver","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-29T13:35:02Z","title":"What is Beautiful is Still Good: The Attractiveness Halo Effect in the era of Beauty Filters"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.11981","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":"sha256:2ee41586f8795fb6b4c3824b0a27211dba68278b8c48bae2ebed0c974288a611","target":"record","created_at":"2026-07-05T09:41:39Z","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":"404fddb95d667d681ea6262a85e583598eefdc76352efc758ef3038cb91ac548","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-29T13:35:02Z","title_canon_sha256":"e5eeabaadd5ee34f18284795d12e24e0e95959e47b48230b9e50dec84127a921"},"schema_version":"1.0","source":{"id":"2407.11981","kind":"arxiv","version":2}},"canonical_sha256":"2e6880945714dd87ace54c1e4524c73f8e6e237b09a7972e6f42c2f4cb782754","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e6880945714dd87ace54c1e4524c73f8e6e237b09a7972e6f42c2f4cb782754","first_computed_at":"2026-07-05T09:41:39.208471Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:41:39.208471Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DaLRIgtAzV6vuqiTsxWXjVZGaLeXWGYV7axChJes+KnLZI/wzlzZMWqT5OYezlVXUi3hnYqA7smSTNs3cuBhCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:41:39.208929Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.11981","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2ee41586f8795fb6b4c3824b0a27211dba68278b8c48bae2ebed0c974288a611","sha256:7491e113a42d4cc87ca2300acbb52927a7b2d05dcfac9894a50394d303c7c65b"],"state_sha256":"8db1c5f76681009e65dcc3ceedd4219c8117c3f2e75523e4c124d83d40e96c39"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TcDcEWXPZB3JTG6KC/m8JYeZZ+4iGoCoDm7nVqkufwnsP0YtY9i+WDghIiMzTZ6AmgTkI8ot2V8WpURXWhG3Dw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T08:03:20.448624Z","bundle_sha256":"7e23ea31b6f277cd29122c1128571843fc22172dc7a6978e0537c1fe8e458b99"}}