{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XVHQGB6ZTC5LKVITUTQRPY3EE7","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":"003568e92934b86a7c97f30b4b26b62add1549c3f2597d50ab6650d28e380c96","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-04T23:00:24Z","title_canon_sha256":"4ca7487f617c23380e13ea40791879a93f51b14485384c7b64cd89126dbacb18"},"schema_version":"1.0","source":{"id":"2411.02664","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.02664","created_at":"2026-07-05T09:51:38Z"},{"alias_kind":"arxiv_version","alias_value":"2411.02664v2","created_at":"2026-07-05T09:51:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.02664","created_at":"2026-07-05T09:51:38Z"},{"alias_kind":"pith_short_12","alias_value":"XVHQGB6ZTC5L","created_at":"2026-07-05T09:51:38Z"},{"alias_kind":"pith_short_16","alias_value":"XVHQGB6ZTC5LKVIT","created_at":"2026-07-05T09:51:38Z"},{"alias_kind":"pith_short_8","alias_value":"XVHQGB6Z","created_at":"2026-07-05T09:51:38Z"}],"graph_snapshots":[{"event_id":"sha256:2427cf45860ed56b03599f75f86794b31a083a57c98fbf39ee19e8929b15d49a","target":"graph","created_at":"2026-07-05T09:51:38Z","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/2411.02664/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Feature attributions attempt to highlight what inputs drive predictive power. Good attributions or explanations are thus those that produce inputs that retain this predictive power; accordingly, evaluations of explanations score their quality of prediction. However, evaluations produce scores better than what appears possible from the values in the explanation for a class of explanations, called encoding explanations. Probing for encoding remains a challenge because there is no general characterization of what gives the extra predictive power. We develop a definition of encoding that identifie","authors_text":"Aahlad Puli, Nhi Nguyen, Rajesh Ranganath","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-04T23:00:24Z","title":"Explanations that reveal all through the definition of encoding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.02664","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":"sha256:5898af0af0cb529e58bd8218be26b59f2d5a304fdcb0c4dd5cbf47f953ac0281","target":"record","created_at":"2026-07-05T09:51:38Z","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":"003568e92934b86a7c97f30b4b26b62add1549c3f2597d50ab6650d28e380c96","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-04T23:00:24Z","title_canon_sha256":"4ca7487f617c23380e13ea40791879a93f51b14485384c7b64cd89126dbacb18"},"schema_version":"1.0","source":{"id":"2411.02664","kind":"arxiv","version":2}},"canonical_sha256":"bd4f0307d998bab55513a4e117e36427c11dc2699902c897aff697139c77eb79","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bd4f0307d998bab55513a4e117e36427c11dc2699902c897aff697139c77eb79","first_computed_at":"2026-07-05T09:51:38.340724Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:51:38.340724Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pza4oFDLefwM2nagUw3Zb+vDUvEa1i9WoIubMXc/CdQNgNx13fWA+BxCoLt+Gz7/ZDx+q8zArM+MOrEPW4c0CA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:51:38.341248Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.02664","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5898af0af0cb529e58bd8218be26b59f2d5a304fdcb0c4dd5cbf47f953ac0281","sha256:2427cf45860ed56b03599f75f86794b31a083a57c98fbf39ee19e8929b15d49a"],"state_sha256":"891ca82a62fa2b911d027a960b32d2a67e845d3da88a8be24c42f9fdf9909727"}