{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:2CTDRZ47SU4ZPHKLFDHYVHJZVY","short_pith_number":"pith:2CTDRZ47","canonical_record":{"source":{"id":"2302.03318","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-07T08:48:34Z","cross_cats_sorted":[],"title_canon_sha256":"a83ce7bc3f4b15af38aed7dd81b3b7040b046b955eef4503f63ba21450997240","abstract_canon_sha256":"ffaf8beebe25b49398ffe194226ce9e24de56231945254ad49cf6d126a3b4279"},"schema_version":"1.0"},"canonical_sha256":"d0a638e79f9539979d4b28cf8a9d39ae1a50be08fb44272eb541d1692abc80b1","source":{"kind":"arxiv","id":"2302.03318","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.03318","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"arxiv_version","alias_value":"2302.03318v2","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.03318","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_12","alias_value":"2CTDRZ47SU4Z","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_16","alias_value":"2CTDRZ47SU4ZPHKL","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_8","alias_value":"2CTDRZ47","created_at":"2026-07-05T05:39:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:2CTDRZ47SU4ZPHKLFDHYVHJZVY","target":"record","payload":{"canonical_record":{"source":{"id":"2302.03318","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-07T08:48:34Z","cross_cats_sorted":[],"title_canon_sha256":"a83ce7bc3f4b15af38aed7dd81b3b7040b046b955eef4503f63ba21450997240","abstract_canon_sha256":"ffaf8beebe25b49398ffe194226ce9e24de56231945254ad49cf6d126a3b4279"},"schema_version":"1.0"},"canonical_sha256":"d0a638e79f9539979d4b28cf8a9d39ae1a50be08fb44272eb541d1692abc80b1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:39:56.356823Z","signature_b64":"IO9tegKCWPjcx6t8GlCwRWX8tvQe7Qu5WCKn5WrQ5gjhiVsg4n2nKexH+u4TFjAaglX/g8rFpjEIidQ056xOAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d0a638e79f9539979d4b28cf8a9d39ae1a50be08fb44272eb541d1692abc80b1","last_reissued_at":"2026-07-05T05:39:56.356302Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:39:56.356302Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2302.03318","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":"2026-07-05T05:39:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cWNtux/PbRAHw0QjIo1s4l7ErDMlt9L98UVszha7mJszGo0/LR73PLLDyFoFOQ/cSLoaFEuy+yQYiE3UIsowAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T17:45:23.249520Z"},"content_sha256":"023d954a615a0e982c316965ede562b5cd1452a7f449e086821ef64166750128","schema_version":"1.0","event_id":"sha256:023d954a615a0e982c316965ede562b5cd1452a7f449e086821ef64166750128"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:2CTDRZ47SU4ZPHKLFDHYVHJZVY","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"PAMI: partition input and aggregate outputs for model interpretation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Ruixuan Wang, Wei Shi, Weishi Zheng, Wentao Zhang","submitted_at":"2023-02-07T08:48:34Z","abstract_excerpt":"There is an increasing demand for interpretation of model predictions especially in high-risk applications. Various visualization approaches have been proposed to estimate the part of input which is relevant to a specific model prediction. However, most approaches require model structure and parameter details in order to obtain the visualization results, and in general much effort is required to adapt each approach to multiple types of tasks particularly when model backbone and input format change over tasks. In this study, a simple yet effective visualization framework called PAMI is proposed"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.03318","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/2302.03318/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":"2026-07-05T05:39:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ue66R7KRtUn88x1WQ75N+hcPotNbamHTukySt1KscCemuiRNAiXx1UBi5lfesHIcmMWk4pl22tIFeDxwLQECCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T17:45:23.250073Z"},"content_sha256":"4436d768d8db97c4c31beafe8be1c29cb07710a7f3b99c5527bb2b315b4317b0","schema_version":"1.0","event_id":"sha256:4436d768d8db97c4c31beafe8be1c29cb07710a7f3b99c5527bb2b315b4317b0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/bundle.json","state_url":"https://pith.science/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/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":"2026-08-10T17:45:23Z","links":{"resolver":"https://pith.science/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY","bundle":"https://pith.science/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/bundle.json","state":"https://pith.science/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/state.json","well_known_bundle":"https://pith.science/.well-known/pith/2CTDRZ47SU4ZPHKLFDHYVHJZVY/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:2CTDRZ47SU4ZPHKLFDHYVHJZVY","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":"ffaf8beebe25b49398ffe194226ce9e24de56231945254ad49cf6d126a3b4279","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-07T08:48:34Z","title_canon_sha256":"a83ce7bc3f4b15af38aed7dd81b3b7040b046b955eef4503f63ba21450997240"},"schema_version":"1.0","source":{"id":"2302.03318","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.03318","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"arxiv_version","alias_value":"2302.03318v2","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.03318","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_12","alias_value":"2CTDRZ47SU4Z","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_16","alias_value":"2CTDRZ47SU4ZPHKL","created_at":"2026-07-05T05:39:56Z"},{"alias_kind":"pith_short_8","alias_value":"2CTDRZ47","created_at":"2026-07-05T05:39:56Z"}],"graph_snapshots":[{"event_id":"sha256:4436d768d8db97c4c31beafe8be1c29cb07710a7f3b99c5527bb2b315b4317b0","target":"graph","created_at":"2026-07-05T05:39:56Z","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/2302.03318/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"There is an increasing demand for interpretation of model predictions especially in high-risk applications. Various visualization approaches have been proposed to estimate the part of input which is relevant to a specific model prediction. However, most approaches require model structure and parameter details in order to obtain the visualization results, and in general much effort is required to adapt each approach to multiple types of tasks particularly when model backbone and input format change over tasks. In this study, a simple yet effective visualization framework called PAMI is proposed","authors_text":"Ruixuan Wang, Wei Shi, Weishi Zheng, Wentao Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-07T08:48:34Z","title":"PAMI: partition input and aggregate outputs for model interpretation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.03318","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":"sha256:023d954a615a0e982c316965ede562b5cd1452a7f449e086821ef64166750128","target":"record","created_at":"2026-07-05T05:39:56Z","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":"ffaf8beebe25b49398ffe194226ce9e24de56231945254ad49cf6d126a3b4279","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-07T08:48:34Z","title_canon_sha256":"a83ce7bc3f4b15af38aed7dd81b3b7040b046b955eef4503f63ba21450997240"},"schema_version":"1.0","source":{"id":"2302.03318","kind":"arxiv","version":2}},"canonical_sha256":"d0a638e79f9539979d4b28cf8a9d39ae1a50be08fb44272eb541d1692abc80b1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d0a638e79f9539979d4b28cf8a9d39ae1a50be08fb44272eb541d1692abc80b1","first_computed_at":"2026-07-05T05:39:56.356302Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:39:56.356302Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IO9tegKCWPjcx6t8GlCwRWX8tvQe7Qu5WCKn5WrQ5gjhiVsg4n2nKexH+u4TFjAaglX/g8rFpjEIidQ056xOAg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:39:56.356823Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.03318","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:023d954a615a0e982c316965ede562b5cd1452a7f449e086821ef64166750128","sha256:4436d768d8db97c4c31beafe8be1c29cb07710a7f3b99c5527bb2b315b4317b0"],"state_sha256":"72561e60ce8fda86703ddf2df0726d460b649766794f5e01c117fc685831c077"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WqGIm+I6809UIP8fXcNpiEClIG+bVTF8iVAaI0DHLYJ16QBPOGUZGRJyCYznvMYybgFwZqfYP1n/7FmJowdNBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T17:45:23.254298Z","bundle_sha256":"a8e87e29fce011d180d95025ee304fcf7a4429939c1df6b63e28c79cbd04941e"}}