{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:CZ4OFRPV2RFMIOK3RBTGTUKSFO","short_pith_number":"pith:CZ4OFRPV","canonical_record":{"source":{"id":"2410.23091","kind":"arxiv","version":7},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-30T15:06:44Z","cross_cats_sorted":[],"title_canon_sha256":"b7cb033dc85786d9be58e24800b7a682e1bca83de791e75eca9942c1a5868796","abstract_canon_sha256":"32c7526f9c33e6ce7f247d53c912eae17373bd6b4dfe740049b57fe2f440d5b6"},"schema_version":"1.0"},"canonical_sha256":"1678e2c5f5d44ac4395b886669d1522b87194956c2667591470996777aba587b","source":{"kind":"arxiv","id":"2410.23091","version":7},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.23091","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"arxiv_version","alias_value":"2410.23091v7","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.23091","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_12","alias_value":"CZ4OFRPV2RFM","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_16","alias_value":"CZ4OFRPV2RFMIOK3","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_8","alias_value":"CZ4OFRPV","created_at":"2026-07-05T10:19:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:CZ4OFRPV2RFMIOK3RBTGTUKSFO","target":"record","payload":{"canonical_record":{"source":{"id":"2410.23091","kind":"arxiv","version":7},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-30T15:06:44Z","cross_cats_sorted":[],"title_canon_sha256":"b7cb033dc85786d9be58e24800b7a682e1bca83de791e75eca9942c1a5868796","abstract_canon_sha256":"32c7526f9c33e6ce7f247d53c912eae17373bd6b4dfe740049b57fe2f440d5b6"},"schema_version":"1.0"},"canonical_sha256":"1678e2c5f5d44ac4395b886669d1522b87194956c2667591470996777aba587b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:19:30.551873Z","signature_b64":"a4884JBDB0qtVY6KUhREcRUBjCt8XiQxqxp77oNvNn79i2XraAN3eq3ryvDr45VXze/NREbedp597CF3TpyuBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1678e2c5f5d44ac4395b886669d1522b87194956c2667591470996777aba587b","last_reissued_at":"2026-07-05T10:19:30.551427Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:19:30.551427Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.23091","source_version":7,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:19:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"69bmtQSofANzBhEbOPd4K8O2DsAjecvOUECgUEc+mU3Y6Dt3wfIJoqcwILq5d0tAjn64sjqaVAKtRI+rFmByDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T03:11:21.973857Z"},"content_sha256":"4702ae91b8e21d8e579ab11fca40813f7c8976f5646fa36c5644234879bcbfcf","schema_version":"1.0","event_id":"sha256:4702ae91b8e21d8e579ab11fca40813f7c8976f5646fa36c5644234879bcbfcf"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:CZ4OFRPV2RFMIOK3RBTGTUKSFO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Jiafeng Guo, Keping Bi, Mingkun Zhang, Quanrun Chen, Wei Chen, Xueqi Cheng","submitted_at":"2024-10-30T15:06:44Z","abstract_excerpt":"Despite ongoing efforts to defend neural classifiers from adversarial attacks, they remain vulnerable, especially to unseen attacks. In contrast, humans are difficult to be cheated by subtle manipulations, since we make judgments only based on essential factors. Inspired by this observation, we attempt to model label generation with essential label-causative factors and incorporate label-non-causative factors to assist data generation. For an adversarial example, we aim to discriminate the perturbations as non-causative factors and make predictions only based on the label-causative factors. Co"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.23091","kind":"arxiv","version":7},"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/2410.23091/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":"2026-07-05T10:19:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"oYeGvvIIzK/rx/hJLl4uNFLI/GibnznAhje8IB7g5YlsrRlxDiJ4Aiyg5i8gNr2lD3rcsXEUMLorS0ReW0C2Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T03:11:21.974410Z"},"content_sha256":"4d039fd9346d4ede343bd034ce28d306db64d0ed9993cb3ffd2fd3ab6f6eea62","schema_version":"1.0","event_id":"sha256:4d039fd9346d4ede343bd034ce28d306db64d0ed9993cb3ffd2fd3ab6f6eea62"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/bundle.json","state_url":"https://pith.science/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/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":"2026-08-05T03:11:21Z","links":{"resolver":"https://pith.science/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO","bundle":"https://pith.science/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/bundle.json","state":"https://pith.science/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CZ4OFRPV2RFMIOK3RBTGTUKSFO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CZ4OFRPV2RFMIOK3RBTGTUKSFO","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":"32c7526f9c33e6ce7f247d53c912eae17373bd6b4dfe740049b57fe2f440d5b6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-30T15:06:44Z","title_canon_sha256":"b7cb033dc85786d9be58e24800b7a682e1bca83de791e75eca9942c1a5868796"},"schema_version":"1.0","source":{"id":"2410.23091","kind":"arxiv","version":7}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.23091","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"arxiv_version","alias_value":"2410.23091v7","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.23091","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_12","alias_value":"CZ4OFRPV2RFM","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_16","alias_value":"CZ4OFRPV2RFMIOK3","created_at":"2026-07-05T10:19:30Z"},{"alias_kind":"pith_short_8","alias_value":"CZ4OFRPV","created_at":"2026-07-05T10:19:30Z"}],"graph_snapshots":[{"event_id":"sha256:4d039fd9346d4ede343bd034ce28d306db64d0ed9993cb3ffd2fd3ab6f6eea62","target":"graph","created_at":"2026-07-05T10:19:30Z","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/2410.23091/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite ongoing efforts to defend neural classifiers from adversarial attacks, they remain vulnerable, especially to unseen attacks. In contrast, humans are difficult to be cheated by subtle manipulations, since we make judgments only based on essential factors. Inspired by this observation, we attempt to model label generation with essential label-causative factors and incorporate label-non-causative factors to assist data generation. For an adversarial example, we aim to discriminate the perturbations as non-causative factors and make predictions only based on the label-causative factors. Co","authors_text":"Jiafeng Guo, Keping Bi, Mingkun Zhang, Quanrun Chen, Wei Chen, Xueqi Cheng","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-30T15:06:44Z","title":"CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.23091","kind":"arxiv","version":7},"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":"sha256:4702ae91b8e21d8e579ab11fca40813f7c8976f5646fa36c5644234879bcbfcf","target":"record","created_at":"2026-07-05T10:19:30Z","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":"32c7526f9c33e6ce7f247d53c912eae17373bd6b4dfe740049b57fe2f440d5b6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-10-30T15:06:44Z","title_canon_sha256":"b7cb033dc85786d9be58e24800b7a682e1bca83de791e75eca9942c1a5868796"},"schema_version":"1.0","source":{"id":"2410.23091","kind":"arxiv","version":7}},"canonical_sha256":"1678e2c5f5d44ac4395b886669d1522b87194956c2667591470996777aba587b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1678e2c5f5d44ac4395b886669d1522b87194956c2667591470996777aba587b","first_computed_at":"2026-07-05T10:19:30.551427Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:19:30.551427Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a4884JBDB0qtVY6KUhREcRUBjCt8XiQxqxp77oNvNn79i2XraAN3eq3ryvDr45VXze/NREbedp597CF3TpyuBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:19:30.551873Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.23091","source_kind":"arxiv","source_version":7}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4702ae91b8e21d8e579ab11fca40813f7c8976f5646fa36c5644234879bcbfcf","sha256:4d039fd9346d4ede343bd034ce28d306db64d0ed9993cb3ffd2fd3ab6f6eea62"],"state_sha256":"e3b2cbdcba6465d7dabad39c2c29bece9c307bd365c6cc9b11ef9d3a2769452f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YNAeoAwwCSgv8H9+Y1c8hu8oNGmqnyNRBGsoi89Uss4GuGEzjop1vMaQPp/4+Dmzjtgj3EUaBe/4UINGWvQfDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T03:11:21.978133Z","bundle_sha256":"b18c86daa43b15186d0eb0c4df21171dac0eb8a64b5c0d066bc28028a060af6b"}}