{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:4J5DMKYVSBZBJDF5DOXMRU3366","short_pith_number":"pith:4J5DMKYV","canonical_record":{"source":{"id":"2501.06253","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-09T01:45:34Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"690904c5b5154c41b7cf2e2471521be0b044a07c8f3264516208a1f94bbb98bc","abstract_canon_sha256":"59db9aec3dcc13e8d77cdcd8fafce1f6dc65442a54c362b202c56f6f1f6e7fe3"},"schema_version":"1.0"},"canonical_sha256":"e27a362b159072148cbd1baec8d37bf796083ff841fb5d23aee1b5f6374c4d17","source":{"kind":"arxiv","id":"2501.06253","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.06253","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"arxiv_version","alias_value":"2501.06253v1","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.06253","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_12","alias_value":"4J5DMKYVSBZB","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_16","alias_value":"4J5DMKYVSBZBJDF5","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_8","alias_value":"4J5DMKYV","created_at":"2026-07-05T09:59:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:4J5DMKYVSBZBJDF5DOXMRU3366","target":"record","payload":{"canonical_record":{"source":{"id":"2501.06253","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-09T01:45:34Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"690904c5b5154c41b7cf2e2471521be0b044a07c8f3264516208a1f94bbb98bc","abstract_canon_sha256":"59db9aec3dcc13e8d77cdcd8fafce1f6dc65442a54c362b202c56f6f1f6e7fe3"},"schema_version":"1.0"},"canonical_sha256":"e27a362b159072148cbd1baec8d37bf796083ff841fb5d23aee1b5f6374c4d17","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:59:59.972755Z","signature_b64":"M0vvBF3//xs/SkabqF6yzZUxlsPs1Ryu8Aq1TGouPY3JQ76oO3p2TKMpde1z76AdSD0aqp4W1ILSkWf05dAsCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e27a362b159072148cbd1baec8d37bf796083ff841fb5d23aee1b5f6374c4d17","last_reissued_at":"2026-07-05T09:59:59.972303Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:59:59.972303Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.06253","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":"2026-07-05T09:59:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cw/pEKqQUGR7lu3Evy8QH/jpMs+dUGx/w9u5R1Wugo9YjT+sCBD59dN1jhrLGxMMx0xExnLJQ6TOyS/Zcd10BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T18:26:42.452297Z"},"content_sha256":"9f92837852cde23cf30d5ac7c4eb118d970cf5bc65f6859ad67046c64619d241","schema_version":"1.0","event_id":"sha256:9f92837852cde23cf30d5ac7c4eb118d970cf5bc65f6859ad67046c64619d241"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:4J5DMKYVSBZBJDF5DOXMRU3366","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The State of Post-Hoc Local XAI Techniques for Image Processing: Challenges and Motivations","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Liying Li, Rech Leong Tian Poh, Sye Loong Keoh","submitted_at":"2025-01-09T01:45:34Z","abstract_excerpt":"As complex AI systems further prove to be an integral part of our lives, a persistent and critical problem is the underlying black-box nature of such products and systems. In pursuit of productivity enhancements, one must not forget the need for various technology to boost the overall trustworthiness of such AI systems. One example, which is studied extensively in this work, is the domain of Explainable Artificial Intelligence (XAI). Research works in this scope are centred around the objective of making AI systems more transparent and interpretable, to further boost reliability and trust in u"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.06253","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/2501.06253/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":"2026-07-05T09:59:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"76q7L4Po+iyrK4li906WTLpvHxRdd9ZYMjg58lKtI5E/Ei1iOD3RvtvGJQYs00+nVWF49G1bxpbXR/PnDnnkBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T18:26:42.452678Z"},"content_sha256":"2dfc8784980e5d0aec443dc1858fc26841cf36f4f9686804e265c179f84315e9","schema_version":"1.0","event_id":"sha256:2dfc8784980e5d0aec443dc1858fc26841cf36f4f9686804e265c179f84315e9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4J5DMKYVSBZBJDF5DOXMRU3366/bundle.json","state_url":"https://pith.science/pith/4J5DMKYVSBZBJDF5DOXMRU3366/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4J5DMKYVSBZBJDF5DOXMRU3366/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":"2026-08-11T18:26:42Z","links":{"resolver":"https://pith.science/pith/4J5DMKYVSBZBJDF5DOXMRU3366","bundle":"https://pith.science/pith/4J5DMKYVSBZBJDF5DOXMRU3366/bundle.json","state":"https://pith.science/pith/4J5DMKYVSBZBJDF5DOXMRU3366/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4J5DMKYVSBZBJDF5DOXMRU3366/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:4J5DMKYVSBZBJDF5DOXMRU3366","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":"59db9aec3dcc13e8d77cdcd8fafce1f6dc65442a54c362b202c56f6f1f6e7fe3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-09T01:45:34Z","title_canon_sha256":"690904c5b5154c41b7cf2e2471521be0b044a07c8f3264516208a1f94bbb98bc"},"schema_version":"1.0","source":{"id":"2501.06253","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.06253","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"arxiv_version","alias_value":"2501.06253v1","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.06253","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_12","alias_value":"4J5DMKYVSBZB","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_16","alias_value":"4J5DMKYVSBZBJDF5","created_at":"2026-07-05T09:59:59Z"},{"alias_kind":"pith_short_8","alias_value":"4J5DMKYV","created_at":"2026-07-05T09:59:59Z"}],"graph_snapshots":[{"event_id":"sha256:2dfc8784980e5d0aec443dc1858fc26841cf36f4f9686804e265c179f84315e9","target":"graph","created_at":"2026-07-05T09:59:59Z","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/2501.06253/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As complex AI systems further prove to be an integral part of our lives, a persistent and critical problem is the underlying black-box nature of such products and systems. In pursuit of productivity enhancements, one must not forget the need for various technology to boost the overall trustworthiness of such AI systems. One example, which is studied extensively in this work, is the domain of Explainable Artificial Intelligence (XAI). Research works in this scope are centred around the objective of making AI systems more transparent and interpretable, to further boost reliability and trust in u","authors_text":"Liying Li, Rech Leong Tian Poh, Sye Loong Keoh","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-09T01:45:34Z","title":"The State of Post-Hoc Local XAI Techniques for Image Processing: Challenges and Motivations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.06253","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":"sha256:9f92837852cde23cf30d5ac7c4eb118d970cf5bc65f6859ad67046c64619d241","target":"record","created_at":"2026-07-05T09:59:59Z","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":"59db9aec3dcc13e8d77cdcd8fafce1f6dc65442a54c362b202c56f6f1f6e7fe3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-09T01:45:34Z","title_canon_sha256":"690904c5b5154c41b7cf2e2471521be0b044a07c8f3264516208a1f94bbb98bc"},"schema_version":"1.0","source":{"id":"2501.06253","kind":"arxiv","version":1}},"canonical_sha256":"e27a362b159072148cbd1baec8d37bf796083ff841fb5d23aee1b5f6374c4d17","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e27a362b159072148cbd1baec8d37bf796083ff841fb5d23aee1b5f6374c4d17","first_computed_at":"2026-07-05T09:59:59.972303Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:59:59.972303Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"M0vvBF3//xs/SkabqF6yzZUxlsPs1Ryu8Aq1TGouPY3JQ76oO3p2TKMpde1z76AdSD0aqp4W1ILSkWf05dAsCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:59:59.972755Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.06253","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9f92837852cde23cf30d5ac7c4eb118d970cf5bc65f6859ad67046c64619d241","sha256:2dfc8784980e5d0aec443dc1858fc26841cf36f4f9686804e265c179f84315e9"],"state_sha256":"b7998fd7e1b74de4bda46af5760912f419ec96be0fed73a13e5a522b3daac421"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RK8OVsKuPFTFU3ZoqvSdSlR8xpZgNv1mQWeSZt7bhtRc6uYgcakNB7SoY3wOYU1XnG4EHXKyIPZi6odVRoYODA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T18:26:42.456349Z","bundle_sha256":"0f7c695cdb76bbb373c3d09b066f38012f0944e9dc115b4d6c7181e0962945fd"}}