{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:3KWQIVW4MMGTAI7AGJ7XO5YUBB","short_pith_number":"pith:3KWQIVW4","canonical_record":{"source":{"id":"2206.00809","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2022-06-02T00:39:01Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"a528609c079059ec0d1e3f23b32923ed7d45d3f6e53cd014bdfbeea710d3f630","abstract_canon_sha256":"aad8587b15e00681b164057d79623a57b094c86b4ccaddb92880e8c3c98127d7"},"schema_version":"1.0"},"canonical_sha256":"daad0456dc630d3023e0327f77771408788eebeeb4fff6320f436f6082b111dc","source":{"kind":"arxiv","id":"2206.00809","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.00809","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"arxiv_version","alias_value":"2206.00809v1","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.00809","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_12","alias_value":"3KWQIVW4MMGT","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_16","alias_value":"3KWQIVW4MMGTAI7A","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_8","alias_value":"3KWQIVW4","created_at":"2026-07-05T04:28:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:3KWQIVW4MMGTAI7AGJ7XO5YUBB","target":"record","payload":{"canonical_record":{"source":{"id":"2206.00809","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2022-06-02T00:39:01Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"a528609c079059ec0d1e3f23b32923ed7d45d3f6e53cd014bdfbeea710d3f630","abstract_canon_sha256":"aad8587b15e00681b164057d79623a57b094c86b4ccaddb92880e8c3c98127d7"},"schema_version":"1.0"},"canonical_sha256":"daad0456dc630d3023e0327f77771408788eebeeb4fff6320f436f6082b111dc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:28:33.981620Z","signature_b64":"tZb4niZ0RKINrUIv+DFOUtIuPm1elxgEV4w6VP5GhBYgUTNjni9gaposphzjcvwX8YPVKKPH0YkxpT9CJLouBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"daad0456dc630d3023e0327f77771408788eebeeb4fff6320f436f6082b111dc","last_reissued_at":"2026-07-05T04:28:33.981185Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:28:33.981185Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2206.00809","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":"2026-07-05T04:28:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+As2ld33QucY68e2mV8YGtx9hun3J0TiDRAKkL32Hu+jwZ6pPMJx99Wiut96LUYD+ufTVy2Kyg3kgoZKKCwSBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T10:34:48.668889Z"},"content_sha256":"e025ba6ef0afab3b9c37e937e02d439bc1fb5232cbd04d3a29fb019abe797dc6","schema_version":"1.0","event_id":"sha256:e025ba6ef0afab3b9c37e937e02d439bc1fb5232cbd04d3a29fb019abe797dc6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:3KWQIVW4MMGTAI7AGJ7XO5YUBB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Distilling Knowledge from Object Classification to Aesthetics Assessment","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"cs.MM","authors_text":"Henghui Ding, Jingwen Hou, Weide Liu, Weisi Lin, Yuming Fang","submitted_at":"2022-06-02T00:39:01Z","abstract_excerpt":"In this work, we point out that the major dilemma of image aesthetics assessment (IAA) comes from the abstract nature of aesthetic labels. That is, a vast variety of distinct contents can correspond to the same aesthetic label. On the one hand, during inference, the IAA model is required to relate various distinct contents to the same aesthetic label. On the other hand, when training, it would be hard for the IAA model to learn to distinguish different contents merely with the supervision from aesthetic labels, since aesthetic labels are not directly related to any specific content. To deal wi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.00809","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/2206.00809/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":"2026-07-05T04:28:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LXUK/q0EzZqulfLGxn2qnZcabM3B1NA6t9LGeetZ4KZNOn0pKoVlRWc5zH/Je0UiK2+5n26Io9zFwk4wOc4DBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T10:34:48.669397Z"},"content_sha256":"c5688df48f2e08003390c305f9673e796f5a31dc7f46dcde46279a065abfc6fe","schema_version":"1.0","event_id":"sha256:c5688df48f2e08003390c305f9673e796f5a31dc7f46dcde46279a065abfc6fe"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/bundle.json","state_url":"https://pith.science/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/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":"2026-08-14T10:34:48Z","links":{"resolver":"https://pith.science/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB","bundle":"https://pith.science/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/bundle.json","state":"https://pith.science/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3KWQIVW4MMGTAI7AGJ7XO5YUBB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:3KWQIVW4MMGTAI7AGJ7XO5YUBB","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":"aad8587b15e00681b164057d79623a57b094c86b4ccaddb92880e8c3c98127d7","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2022-06-02T00:39:01Z","title_canon_sha256":"a528609c079059ec0d1e3f23b32923ed7d45d3f6e53cd014bdfbeea710d3f630"},"schema_version":"1.0","source":{"id":"2206.00809","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.00809","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"arxiv_version","alias_value":"2206.00809v1","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.00809","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_12","alias_value":"3KWQIVW4MMGT","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_16","alias_value":"3KWQIVW4MMGTAI7A","created_at":"2026-07-05T04:28:33Z"},{"alias_kind":"pith_short_8","alias_value":"3KWQIVW4","created_at":"2026-07-05T04:28:33Z"}],"graph_snapshots":[{"event_id":"sha256:c5688df48f2e08003390c305f9673e796f5a31dc7f46dcde46279a065abfc6fe","target":"graph","created_at":"2026-07-05T04:28:33Z","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/2206.00809/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work, we point out that the major dilemma of image aesthetics assessment (IAA) comes from the abstract nature of aesthetic labels. That is, a vast variety of distinct contents can correspond to the same aesthetic label. On the one hand, during inference, the IAA model is required to relate various distinct contents to the same aesthetic label. On the other hand, when training, it would be hard for the IAA model to learn to distinguish different contents merely with the supervision from aesthetic labels, since aesthetic labels are not directly related to any specific content. To deal wi","authors_text":"Henghui Ding, Jingwen Hou, Weide Liu, Weisi Lin, Yuming Fang","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2022-06-02T00:39:01Z","title":"Distilling Knowledge from Object Classification to Aesthetics Assessment"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.00809","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:e025ba6ef0afab3b9c37e937e02d439bc1fb5232cbd04d3a29fb019abe797dc6","target":"record","created_at":"2026-07-05T04:28:33Z","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":"aad8587b15e00681b164057d79623a57b094c86b4ccaddb92880e8c3c98127d7","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2022-06-02T00:39:01Z","title_canon_sha256":"a528609c079059ec0d1e3f23b32923ed7d45d3f6e53cd014bdfbeea710d3f630"},"schema_version":"1.0","source":{"id":"2206.00809","kind":"arxiv","version":1}},"canonical_sha256":"daad0456dc630d3023e0327f77771408788eebeeb4fff6320f436f6082b111dc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"daad0456dc630d3023e0327f77771408788eebeeb4fff6320f436f6082b111dc","first_computed_at":"2026-07-05T04:28:33.981185Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:28:33.981185Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tZb4niZ0RKINrUIv+DFOUtIuPm1elxgEV4w6VP5GhBYgUTNjni9gaposphzjcvwX8YPVKKPH0YkxpT9CJLouBw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:28:33.981620Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.00809","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e025ba6ef0afab3b9c37e937e02d439bc1fb5232cbd04d3a29fb019abe797dc6","sha256:c5688df48f2e08003390c305f9673e796f5a31dc7f46dcde46279a065abfc6fe"],"state_sha256":"a2e205b1248576545c965004ce70adcdf54fc24cdee20a1cd2d8e85ac1a247ff"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"K5V+kReHjYpMupe3vmr/O8fsFX9YOc/2LIRTMxws/MZ6+k1YjAj8OoXdG9yhTVbCfDIyUW71H3CfGLSvEDZUBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T10:34:48.674630Z","bundle_sha256":"3409db00def5dbcb3d035831b8b9be05a7f3113c93cba5c671e0bb3f9d84328e"}}