{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:4LXA4C44JLZ2MJY7AYGE2LBNB4","short_pith_number":"pith:4LXA4C44","canonical_record":{"source":{"id":"2403.10330","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-15T14:18:21Z","cross_cats_sorted":[],"title_canon_sha256":"0fc76059695a3e7968eb0688be3302d4d17e519262d20cf39aab6163da00ef58","abstract_canon_sha256":"a50f76154e44e27ec3d28787a9d3a9eafb6e1ba8315ef7803b9db114e283f284"},"schema_version":"1.0"},"canonical_sha256":"e2ee0e0b9c4af3a6271f060c4d2c2d0f218c51897dc47643577d0bd68d9db18e","source":{"kind":"arxiv","id":"2403.10330","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.10330","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"arxiv_version","alias_value":"2403.10330v1","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.10330","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_12","alias_value":"4LXA4C44JLZ2","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_16","alias_value":"4LXA4C44JLZ2MJY7","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_8","alias_value":"4LXA4C44","created_at":"2026-07-05T07:56:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:4LXA4C44JLZ2MJY7AYGE2LBNB4","target":"record","payload":{"canonical_record":{"source":{"id":"2403.10330","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-15T14:18:21Z","cross_cats_sorted":[],"title_canon_sha256":"0fc76059695a3e7968eb0688be3302d4d17e519262d20cf39aab6163da00ef58","abstract_canon_sha256":"a50f76154e44e27ec3d28787a9d3a9eafb6e1ba8315ef7803b9db114e283f284"},"schema_version":"1.0"},"canonical_sha256":"e2ee0e0b9c4af3a6271f060c4d2c2d0f218c51897dc47643577d0bd68d9db18e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:56:33.535237Z","signature_b64":"ICGaC+8Q3uVWJvyjSVChoTE6UZ3mURqSmLdFZx5nnBW0ViBfVhGsm9MuSAQc32ZqRqFqBOwKEUC+UCHuIZCpAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e2ee0e0b9c4af3a6271f060c4d2c2d0f218c51897dc47643577d0bd68d9db18e","last_reissued_at":"2026-07-05T07:56:33.534853Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:56:33.534853Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.10330","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":"2026-07-05T07:56:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QhxpRN+n6tUBeEMpvcNap8JpG1ceSJT/koLN38X7Xf7MAJHVdOH6/Xozrb5YvjLgOqKYECxMazFVRkupn5fSDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T12:07:39.550451Z"},"content_sha256":"d8abd8ec3e8fc018ab94b44da8cca1d2a19bc396d62e130949741c1b7b81f93e","schema_version":"1.0","event_id":"sha256:d8abd8ec3e8fc018ab94b44da8cca1d2a19bc396d62e130949741c1b7b81f93e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:4LXA4C44JLZ2MJY7AYGE2LBNB4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Non-Adversarial Algorithmic Recourse","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Bardh Prenkaj, Gjergji Kasneci, Martin Pawelczyk, Tobias Leemann","submitted_at":"2024-03-15T14:18:21Z","abstract_excerpt":"The streams of research on adversarial examples and counterfactual explanations have largely been growing independently. This has led to several recent works trying to elucidate their similarities and differences. Most prominently, it has been argued that adversarial examples, as opposed to counterfactual explanations, have a unique characteristic in that they lead to a misclassification compared to the ground truth. However, the computational goals and methodologies employed in existing counterfactual explanation and adversarial example generation methods often lack alignment with this requir"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.10330","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/2403.10330/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":"2026-07-05T07:56:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mAzr4l96qBKAZhAOwv3KwDRWi8UMHJWo1hyO5ZUDZAHf1jsYr6t4X6lKxzKCaEKUxTYsl8mCjXqLF7aRvbCxDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T12:07:39.551701Z"},"content_sha256":"096428628a90488fa0abdae80a79dcb279d8ac5cd4dd1d8202b48184ea90dd35","schema_version":"1.0","event_id":"sha256:096428628a90488fa0abdae80a79dcb279d8ac5cd4dd1d8202b48184ea90dd35"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/bundle.json","state_url":"https://pith.science/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/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":"2026-08-06T12:07:39Z","links":{"resolver":"https://pith.science/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4","bundle":"https://pith.science/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/bundle.json","state":"https://pith.science/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4LXA4C44JLZ2MJY7AYGE2LBNB4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4LXA4C44JLZ2MJY7AYGE2LBNB4","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":"a50f76154e44e27ec3d28787a9d3a9eafb6e1ba8315ef7803b9db114e283f284","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-15T14:18:21Z","title_canon_sha256":"0fc76059695a3e7968eb0688be3302d4d17e519262d20cf39aab6163da00ef58"},"schema_version":"1.0","source":{"id":"2403.10330","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.10330","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"arxiv_version","alias_value":"2403.10330v1","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.10330","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_12","alias_value":"4LXA4C44JLZ2","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_16","alias_value":"4LXA4C44JLZ2MJY7","created_at":"2026-07-05T07:56:33Z"},{"alias_kind":"pith_short_8","alias_value":"4LXA4C44","created_at":"2026-07-05T07:56:33Z"}],"graph_snapshots":[{"event_id":"sha256:096428628a90488fa0abdae80a79dcb279d8ac5cd4dd1d8202b48184ea90dd35","target":"graph","created_at":"2026-07-05T07:56:33Z","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/2403.10330/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The streams of research on adversarial examples and counterfactual explanations have largely been growing independently. This has led to several recent works trying to elucidate their similarities and differences. Most prominently, it has been argued that adversarial examples, as opposed to counterfactual explanations, have a unique characteristic in that they lead to a misclassification compared to the ground truth. However, the computational goals and methodologies employed in existing counterfactual explanation and adversarial example generation methods often lack alignment with this requir","authors_text":"Bardh Prenkaj, Gjergji Kasneci, Martin Pawelczyk, Tobias Leemann","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-15T14:18:21Z","title":"Towards Non-Adversarial Algorithmic Recourse"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.10330","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:d8abd8ec3e8fc018ab94b44da8cca1d2a19bc396d62e130949741c1b7b81f93e","target":"record","created_at":"2026-07-05T07:56:33Z","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":"a50f76154e44e27ec3d28787a9d3a9eafb6e1ba8315ef7803b9db114e283f284","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-15T14:18:21Z","title_canon_sha256":"0fc76059695a3e7968eb0688be3302d4d17e519262d20cf39aab6163da00ef58"},"schema_version":"1.0","source":{"id":"2403.10330","kind":"arxiv","version":1}},"canonical_sha256":"e2ee0e0b9c4af3a6271f060c4d2c2d0f218c51897dc47643577d0bd68d9db18e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e2ee0e0b9c4af3a6271f060c4d2c2d0f218c51897dc47643577d0bd68d9db18e","first_computed_at":"2026-07-05T07:56:33.534853Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:56:33.534853Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ICGaC+8Q3uVWJvyjSVChoTE6UZ3mURqSmLdFZx5nnBW0ViBfVhGsm9MuSAQc32ZqRqFqBOwKEUC+UCHuIZCpAA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:56:33.535237Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.10330","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d8abd8ec3e8fc018ab94b44da8cca1d2a19bc396d62e130949741c1b7b81f93e","sha256:096428628a90488fa0abdae80a79dcb279d8ac5cd4dd1d8202b48184ea90dd35"],"state_sha256":"be04ea9b38e66b4ef9bd42a3888e62a2662d11115c78060878f32b333d71c517"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jsQE1hFdrjbESHczIYEJvMnB1u17K7HaIPYwx5WuxJWYmUy6bLNpb2XieKAUtBoGOGBQguT4klx4ReWqsbiCCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T12:07:39.558875Z","bundle_sha256":"16a7ddd1c92d9e4528d7466b400e7b2ce3654cf4cabce36d36150496cadecf4a"}}