{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:S2V5QD6CIXPDZ5GTU4JRUCMUJK","short_pith_number":"pith:S2V5QD6C","canonical_record":{"source":{"id":"2405.12538","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-21T07:07:44Z","cross_cats_sorted":[],"title_canon_sha256":"fe3127ffb8c67d9f5bd04d41f1f92f8ae71b796ae1ff36c0743fb1c7221b4ec9","abstract_canon_sha256":"abbe124e57211a837d494f0cf61fb2108300150e89b892e7e603b88f2876f64d"},"schema_version":"1.0"},"canonical_sha256":"96abd80fc245de3cf4d3a7131a09944a9e8adb92dbab09ab6de39123f535ea6e","source":{"kind":"arxiv","id":"2405.12538","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.12538","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"arxiv_version","alias_value":"2405.12538v1","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.12538","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_12","alias_value":"S2V5QD6CIXPD","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_16","alias_value":"S2V5QD6CIXPDZ5GT","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_8","alias_value":"S2V5QD6C","created_at":"2026-07-05T08:21:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:S2V5QD6CIXPDZ5GTU4JRUCMUJK","target":"record","payload":{"canonical_record":{"source":{"id":"2405.12538","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-21T07:07:44Z","cross_cats_sorted":[],"title_canon_sha256":"fe3127ffb8c67d9f5bd04d41f1f92f8ae71b796ae1ff36c0743fb1c7221b4ec9","abstract_canon_sha256":"abbe124e57211a837d494f0cf61fb2108300150e89b892e7e603b88f2876f64d"},"schema_version":"1.0"},"canonical_sha256":"96abd80fc245de3cf4d3a7131a09944a9e8adb92dbab09ab6de39123f535ea6e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:21:21.539454Z","signature_b64":"MMJpDukmCVHsElvSTEUiPMJipkn5hD4iWma3lIFhG4Nob58LcNLYBw15X3/PFdsHVaH6T7GutEtIG6OUTRjvDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"96abd80fc245de3cf4d3a7131a09944a9e8adb92dbab09ab6de39123f535ea6e","last_reissued_at":"2026-07-05T08:21:21.539058Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:21:21.539058Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.12538","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":"2026-07-05T08:21:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"i65pFKgxkYt9Nmk+noFann0VnukIWmNjAbgZfEol9zj1zSynt03QthC5R6jcOJuKLLctoXzOGG6fYx5V1FPlCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T15:03:12.528475Z"},"content_sha256":"a6804ebe1bcb8eabeed5e18285d4aab45598dab447bfc4cfc5374f30ec99efba","schema_version":"1.0","event_id":"sha256:a6804ebe1bcb8eabeed5e18285d4aab45598dab447bfc4cfc5374f30ec99efba"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:S2V5QD6CIXPDZ5GTU4JRUCMUJK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Bridging the Intent Gap: Knowledge-Enhanced Visual Generation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Dongyun Lin, Harry Cheng, Joo Hwee Lim, Mohan Kankanhalli, Yi Cheng, Ying Sun, Yongkang Wong, Ziwei Xu","submitted_at":"2024-05-21T07:07:44Z","abstract_excerpt":"For visual content generation, discrepancies between user intentions and the generated content have been a longstanding problem. This discrepancy arises from two main factors. First, user intentions are inherently complex, with subtle details not fully captured by input prompts. The absence of such details makes it challenging for generative models to accurately reflect the intended meaning, leading to a mismatch between the desired and generated output. Second, generative models trained on visual-label pairs lack the comprehensive knowledge to accurately represent all aspects of the input dat"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.12538","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/2405.12538/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":"2026-07-05T08:21:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HzoO2hwmC8l+zdYJ1O/thccXGrUcseKGe+e3qsUQqBt7NeKFgUEx2JV+mK6mfedUeNtSVor4+xvAx673EJx8Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T15:03:12.529400Z"},"content_sha256":"88087dc60fcb4aba3978c0f376bb6adaa1c7c94a1adde516e7c55ae802192e2f","schema_version":"1.0","event_id":"sha256:88087dc60fcb4aba3978c0f376bb6adaa1c7c94a1adde516e7c55ae802192e2f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/bundle.json","state_url":"https://pith.science/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/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":"2026-08-08T15:03:12Z","links":{"resolver":"https://pith.science/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK","bundle":"https://pith.science/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/bundle.json","state":"https://pith.science/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S2V5QD6CIXPDZ5GTU4JRUCMUJK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:S2V5QD6CIXPDZ5GTU4JRUCMUJK","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":"abbe124e57211a837d494f0cf61fb2108300150e89b892e7e603b88f2876f64d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-21T07:07:44Z","title_canon_sha256":"fe3127ffb8c67d9f5bd04d41f1f92f8ae71b796ae1ff36c0743fb1c7221b4ec9"},"schema_version":"1.0","source":{"id":"2405.12538","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.12538","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"arxiv_version","alias_value":"2405.12538v1","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.12538","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_12","alias_value":"S2V5QD6CIXPD","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_16","alias_value":"S2V5QD6CIXPDZ5GT","created_at":"2026-07-05T08:21:21Z"},{"alias_kind":"pith_short_8","alias_value":"S2V5QD6C","created_at":"2026-07-05T08:21:21Z"}],"graph_snapshots":[{"event_id":"sha256:88087dc60fcb4aba3978c0f376bb6adaa1c7c94a1adde516e7c55ae802192e2f","target":"graph","created_at":"2026-07-05T08:21:21Z","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/2405.12538/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"For visual content generation, discrepancies between user intentions and the generated content have been a longstanding problem. This discrepancy arises from two main factors. First, user intentions are inherently complex, with subtle details not fully captured by input prompts. The absence of such details makes it challenging for generative models to accurately reflect the intended meaning, leading to a mismatch between the desired and generated output. Second, generative models trained on visual-label pairs lack the comprehensive knowledge to accurately represent all aspects of the input dat","authors_text":"Dongyun Lin, Harry Cheng, Joo Hwee Lim, Mohan Kankanhalli, Yi Cheng, Ying Sun, Yongkang Wong, Ziwei Xu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-21T07:07:44Z","title":"Bridging the Intent Gap: Knowledge-Enhanced Visual Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.12538","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:a6804ebe1bcb8eabeed5e18285d4aab45598dab447bfc4cfc5374f30ec99efba","target":"record","created_at":"2026-07-05T08:21:21Z","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":"abbe124e57211a837d494f0cf61fb2108300150e89b892e7e603b88f2876f64d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-21T07:07:44Z","title_canon_sha256":"fe3127ffb8c67d9f5bd04d41f1f92f8ae71b796ae1ff36c0743fb1c7221b4ec9"},"schema_version":"1.0","source":{"id":"2405.12538","kind":"arxiv","version":1}},"canonical_sha256":"96abd80fc245de3cf4d3a7131a09944a9e8adb92dbab09ab6de39123f535ea6e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"96abd80fc245de3cf4d3a7131a09944a9e8adb92dbab09ab6de39123f535ea6e","first_computed_at":"2026-07-05T08:21:21.539058Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:21:21.539058Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MMJpDukmCVHsElvSTEUiPMJipkn5hD4iWma3lIFhG4Nob58LcNLYBw15X3/PFdsHVaH6T7GutEtIG6OUTRjvDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:21:21.539454Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.12538","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a6804ebe1bcb8eabeed5e18285d4aab45598dab447bfc4cfc5374f30ec99efba","sha256:88087dc60fcb4aba3978c0f376bb6adaa1c7c94a1adde516e7c55ae802192e2f"],"state_sha256":"581a0df4df46a6d955825762184b091db1af8a5b1fe8f68045e99944238463bc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wJgPbaRRx83vlkeQsl8TAC8a+U/zGpxBGwD/e4In9ZYEMxIcSi2Y3w2UYX1JdtAwnMWB/oj+Wd3cmxWvIiu9Ag==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T15:03:12.543605Z","bundle_sha256":"775acac474ccf7170f2bad192e8376406564d88b9fbc8acb114d4cd143121e10"}}