{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:SPD5TDSZQC7BS7EKAD7M4I6XBD","short_pith_number":"pith:SPD5TDSZ","canonical_record":{"source":{"id":"2208.06175","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-12T08:50:21Z","cross_cats_sorted":[],"title_canon_sha256":"809fe98238fd8757954899bf17dcdeca795da90e617a27912d028856ac4273d3","abstract_canon_sha256":"21d08601965f11da721cdaa1c17fb614f851b76c0b9af18249a96fcd26ba660c"},"schema_version":"1.0"},"canonical_sha256":"93c7d98e5980be197c8a00fece23d708f613b07cde5b68d250ed3665a46754a8","source":{"kind":"arxiv","id":"2208.06175","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.06175","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"arxiv_version","alias_value":"2208.06175v2","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.06175","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_12","alias_value":"SPD5TDSZQC7B","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_16","alias_value":"SPD5TDSZQC7BS7EK","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_8","alias_value":"SPD5TDSZ","created_at":"2026-07-05T12:10:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:SPD5TDSZQC7BS7EKAD7M4I6XBD","target":"record","payload":{"canonical_record":{"source":{"id":"2208.06175","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-12T08:50:21Z","cross_cats_sorted":[],"title_canon_sha256":"809fe98238fd8757954899bf17dcdeca795da90e617a27912d028856ac4273d3","abstract_canon_sha256":"21d08601965f11da721cdaa1c17fb614f851b76c0b9af18249a96fcd26ba660c"},"schema_version":"1.0"},"canonical_sha256":"93c7d98e5980be197c8a00fece23d708f613b07cde5b68d250ed3665a46754a8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T12:10:51.766800Z","signature_b64":"o5/HB90bEJTbLE4tWGeibbaRKuqRcL1hzWF9Pl0N6XxJA9st+Fwpyo1R/Ao1Z6Inqkl+6bOZyhvWMWWEuu37BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"93c7d98e5980be197c8a00fece23d708f613b07cde5b68d250ed3665a46754a8","last_reissued_at":"2026-07-05T12:10:51.766303Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T12:10:51.766303Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2208.06175","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":"2026-07-05T12:10:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"O1rCpMBhqW5gIz56CE13Dheswyzka5q8zDxiJKdKeGhGdzzIrA7IYb/YKCefe0dRWMmGkqGEoLeDbaJ90Q8tAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T19:49:15.554290Z"},"content_sha256":"ac1162abc58cc82d566b8c0613ec705828a8e5aae32ecb4fe9dc1ebe5066e869","schema_version":"1.0","event_id":"sha256:ac1162abc58cc82d566b8c0613ec705828a8e5aae32ecb4fe9dc1ebe5066e869"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:SPD5TDSZQC7BS7EKAD7M4I6XBD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The Weighting Game: Evaluating Quality of Explainability Methods","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Esa Rahtu, Lassi Raatikainen","submitted_at":"2022-08-12T08:50:21Z","abstract_excerpt":"The objective of this paper is to assess the quality of explanation heatmaps for image classification tasks. To assess the quality of explainability methods, we approach the task through the lens of accuracy and stability.\n  In this work, we make the following contributions. Firstly, we introduce the Weighting Game, which measures how much of a class-guided explanation is contained within the correct class' segmentation mask. Secondly, we introduce a metric for explanation stability, using zooming/panning transformations to measure differences between saliency maps with similar contents.\n  Qua"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.06175","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/2208.06175/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":"2026-07-05T12:10:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TkPbDNyHVGGQ3uIkNFjCtpcRSocvk+9VV8fS6zCC0wyaJWPjIt+JqHvuKVmyTEgutpGJHQS6Um8LwsZosgwgAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T19:49:15.555902Z"},"content_sha256":"ce8b22e3435b73799613e6382fc0aa6bf1bfe5c3e9fef634ab7cd9a59d4eeccd","schema_version":"1.0","event_id":"sha256:ce8b22e3435b73799613e6382fc0aa6bf1bfe5c3e9fef634ab7cd9a59d4eeccd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/bundle.json","state_url":"https://pith.science/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/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":"2026-08-13T19:49:15Z","links":{"resolver":"https://pith.science/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD","bundle":"https://pith.science/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/bundle.json","state":"https://pith.science/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SPD5TDSZQC7BS7EKAD7M4I6XBD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:SPD5TDSZQC7BS7EKAD7M4I6XBD","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":"21d08601965f11da721cdaa1c17fb614f851b76c0b9af18249a96fcd26ba660c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-12T08:50:21Z","title_canon_sha256":"809fe98238fd8757954899bf17dcdeca795da90e617a27912d028856ac4273d3"},"schema_version":"1.0","source":{"id":"2208.06175","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.06175","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"arxiv_version","alias_value":"2208.06175v2","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.06175","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_12","alias_value":"SPD5TDSZQC7B","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_16","alias_value":"SPD5TDSZQC7BS7EK","created_at":"2026-07-05T12:10:51Z"},{"alias_kind":"pith_short_8","alias_value":"SPD5TDSZ","created_at":"2026-07-05T12:10:51Z"}],"graph_snapshots":[{"event_id":"sha256:ce8b22e3435b73799613e6382fc0aa6bf1bfe5c3e9fef634ab7cd9a59d4eeccd","target":"graph","created_at":"2026-07-05T12:10:51Z","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/2208.06175/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The objective of this paper is to assess the quality of explanation heatmaps for image classification tasks. To assess the quality of explainability methods, we approach the task through the lens of accuracy and stability.\n  In this work, we make the following contributions. Firstly, we introduce the Weighting Game, which measures how much of a class-guided explanation is contained within the correct class' segmentation mask. Secondly, we introduce a metric for explanation stability, using zooming/panning transformations to measure differences between saliency maps with similar contents.\n  Qua","authors_text":"Esa Rahtu, Lassi Raatikainen","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-12T08:50:21Z","title":"The Weighting Game: Evaluating Quality of Explainability Methods"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.06175","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:ac1162abc58cc82d566b8c0613ec705828a8e5aae32ecb4fe9dc1ebe5066e869","target":"record","created_at":"2026-07-05T12:10:51Z","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":"21d08601965f11da721cdaa1c17fb614f851b76c0b9af18249a96fcd26ba660c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-08-12T08:50:21Z","title_canon_sha256":"809fe98238fd8757954899bf17dcdeca795da90e617a27912d028856ac4273d3"},"schema_version":"1.0","source":{"id":"2208.06175","kind":"arxiv","version":2}},"canonical_sha256":"93c7d98e5980be197c8a00fece23d708f613b07cde5b68d250ed3665a46754a8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"93c7d98e5980be197c8a00fece23d708f613b07cde5b68d250ed3665a46754a8","first_computed_at":"2026-07-05T12:10:51.766303Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:10:51.766303Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o5/HB90bEJTbLE4tWGeibbaRKuqRcL1hzWF9Pl0N6XxJA9st+Fwpyo1R/Ao1Z6Inqkl+6bOZyhvWMWWEuu37BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T12:10:51.766800Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.06175","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ac1162abc58cc82d566b8c0613ec705828a8e5aae32ecb4fe9dc1ebe5066e869","sha256:ce8b22e3435b73799613e6382fc0aa6bf1bfe5c3e9fef634ab7cd9a59d4eeccd"],"state_sha256":"8be8bea66a10f78f3d482394a73c68b75ae2569c8a6a3a48e88dbdc55c7cddb4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Pdf76wRrKIPKwPJXPdw1ukowMnSd8N5bZpll3rbV56HJSxdOtYgoxYEODY16sddYHpfpj8L0FPCrrcVbVc3ZDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T19:49:15.599255Z","bundle_sha256":"c40239a12643214292968d32f3a678c8fba96029c2fc0d5e5c2d11ee50684a02"}}