{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:QPVFRC557TLTKF35I4TA2KMHE6","short_pith_number":"pith:QPVFRC55","canonical_record":{"source":{"id":"2509.04980","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2025-09-05T10:05:26Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"aa622af39441a2c4b55ba4cc3d7f415b95a9bad648402cc36e4d6ad5a2f2f61e","abstract_canon_sha256":"9dcb6b0635acde11c71f4b6e687404d6b78b56df07ab08a7dc2850a710c9d325"},"schema_version":"1.0"},"canonical_sha256":"83ea588bbdfcd735177d47260d29872799937dc7dd2f80b0bdf2b4c3d6d40973","source":{"kind":"arxiv","id":"2509.04980","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.04980","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"arxiv_version","alias_value":"2509.04980v1","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.04980","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_12","alias_value":"QPVFRC557TLT","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_16","alias_value":"QPVFRC557TLTKF35","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_8","alias_value":"QPVFRC55","created_at":"2026-07-05T12:05:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:QPVFRC557TLTKF35I4TA2KMHE6","target":"record","payload":{"canonical_record":{"source":{"id":"2509.04980","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2025-09-05T10:05:26Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"aa622af39441a2c4b55ba4cc3d7f415b95a9bad648402cc36e4d6ad5a2f2f61e","abstract_canon_sha256":"9dcb6b0635acde11c71f4b6e687404d6b78b56df07ab08a7dc2850a710c9d325"},"schema_version":"1.0"},"canonical_sha256":"83ea588bbdfcd735177d47260d29872799937dc7dd2f80b0bdf2b4c3d6d40973","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T12:05:33.879585Z","signature_b64":"5AAZs6V7V89LVSxCIudsUAF8hUOuW+bRfDWfxnlxiisSBwr49djPq5dCjOGoFKJyuVqOEMm6CzMMn1UhJibFAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"83ea588bbdfcd735177d47260d29872799937dc7dd2f80b0bdf2b4c3d6d40973","last_reissued_at":"2026-07-05T12:05:33.879078Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T12:05:33.879078Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2509.04980","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":"2026-07-05T12:05:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LEyrWpRaHC9I1zXz5eaBDhZszPExJ6sPx7spm07+17sL327qLESBbSarzOyTDXTK3mQ4QqF7p0hsGcwn57Q8CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T10:54:00.971835Z"},"content_sha256":"2e01a458365ad0e127114062136349f012d00c7e4e1cce453e963d02a9cdb35e","schema_version":"1.0","event_id":"sha256:2e01a458365ad0e127114062136349f012d00c7e4e1cce453e963d02a9cdb35e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:QPVFRC557TLTKF35I4TA2KMHE6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MAIA: An Inpainting-Based Approach for Music Adversarial Attacks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","eess.AS"],"primary_cat":"cs.SD","authors_text":"Peihong Zhang, Rui Sang, Shengchen Li, Yuxuan Liu, Zhixin Li","submitted_at":"2025-09-05T10:05:26Z","abstract_excerpt":"Music adversarial attacks have garnered significant interest in the field of Music Information Retrieval (MIR). In this paper, we present Music Adversarial Inpainting Attack (MAIA), a novel adversarial attack framework that supports both white-box and black-box attack scenarios. MAIA begins with an importance analysis to identify critical audio segments, which are then targeted for modification. Utilizing generative inpainting models, these segments are reconstructed with guidance from the output of the attacked model, ensuring subtle and effective adversarial perturbations. We evaluate MAIA o"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.04980","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/2509.04980/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":"2026-07-05T12:05:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lKSGu9nxef/qLNy//vo95U0ddqXMmu1tVpZc8BO3vqh7VLAyac/IJT7ByM7jHnsQxXJCEdtl6Se93YfMyGJSCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T10:54:00.972372Z"},"content_sha256":"03d4dead4033520f92ecf3c1e651b67db8b05004b064ac6c9ab918145b380420","schema_version":"1.0","event_id":"sha256:03d4dead4033520f92ecf3c1e651b67db8b05004b064ac6c9ab918145b380420"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QPVFRC557TLTKF35I4TA2KMHE6/bundle.json","state_url":"https://pith.science/pith/QPVFRC557TLTKF35I4TA2KMHE6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QPVFRC557TLTKF35I4TA2KMHE6/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":"2026-08-07T10:54:00Z","links":{"resolver":"https://pith.science/pith/QPVFRC557TLTKF35I4TA2KMHE6","bundle":"https://pith.science/pith/QPVFRC557TLTKF35I4TA2KMHE6/bundle.json","state":"https://pith.science/pith/QPVFRC557TLTKF35I4TA2KMHE6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QPVFRC557TLTKF35I4TA2KMHE6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:QPVFRC557TLTKF35I4TA2KMHE6","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":"9dcb6b0635acde11c71f4b6e687404d6b78b56df07ab08a7dc2850a710c9d325","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2025-09-05T10:05:26Z","title_canon_sha256":"aa622af39441a2c4b55ba4cc3d7f415b95a9bad648402cc36e4d6ad5a2f2f61e"},"schema_version":"1.0","source":{"id":"2509.04980","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.04980","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"arxiv_version","alias_value":"2509.04980v1","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.04980","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_12","alias_value":"QPVFRC557TLT","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_16","alias_value":"QPVFRC557TLTKF35","created_at":"2026-07-05T12:05:33Z"},{"alias_kind":"pith_short_8","alias_value":"QPVFRC55","created_at":"2026-07-05T12:05:33Z"}],"graph_snapshots":[{"event_id":"sha256:03d4dead4033520f92ecf3c1e651b67db8b05004b064ac6c9ab918145b380420","target":"graph","created_at":"2026-07-05T12:05:33Z","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/2509.04980/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Music adversarial attacks have garnered significant interest in the field of Music Information Retrieval (MIR). In this paper, we present Music Adversarial Inpainting Attack (MAIA), a novel adversarial attack framework that supports both white-box and black-box attack scenarios. MAIA begins with an importance analysis to identify critical audio segments, which are then targeted for modification. Utilizing generative inpainting models, these segments are reconstructed with guidance from the output of the attacked model, ensuring subtle and effective adversarial perturbations. We evaluate MAIA o","authors_text":"Peihong Zhang, Rui Sang, Shengchen Li, Yuxuan Liu, Zhixin Li","cross_cats":["cs.LG","eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2025-09-05T10:05:26Z","title":"MAIA: An Inpainting-Based Approach for Music Adversarial Attacks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.04980","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":"sha256:2e01a458365ad0e127114062136349f012d00c7e4e1cce453e963d02a9cdb35e","target":"record","created_at":"2026-07-05T12:05:33Z","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":"9dcb6b0635acde11c71f4b6e687404d6b78b56df07ab08a7dc2850a710c9d325","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2025-09-05T10:05:26Z","title_canon_sha256":"aa622af39441a2c4b55ba4cc3d7f415b95a9bad648402cc36e4d6ad5a2f2f61e"},"schema_version":"1.0","source":{"id":"2509.04980","kind":"arxiv","version":1}},"canonical_sha256":"83ea588bbdfcd735177d47260d29872799937dc7dd2f80b0bdf2b4c3d6d40973","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"83ea588bbdfcd735177d47260d29872799937dc7dd2f80b0bdf2b4c3d6d40973","first_computed_at":"2026-07-05T12:05:33.879078Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:05:33.879078Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5AAZs6V7V89LVSxCIudsUAF8hUOuW+bRfDWfxnlxiisSBwr49djPq5dCjOGoFKJyuVqOEMm6CzMMn1UhJibFAw==","signature_status":"signed_v1","signed_at":"2026-07-05T12:05:33.879585Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.04980","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2e01a458365ad0e127114062136349f012d00c7e4e1cce453e963d02a9cdb35e","sha256:03d4dead4033520f92ecf3c1e651b67db8b05004b064ac6c9ab918145b380420"],"state_sha256":"ef90e25a0352ba7bf80f811c0d8b6b5948ab4347fe976460ada4b2f49de4d16e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"76ubAdfmQzH/OjLZlCsTkZ3pfcqIjsLdunyKg9ymUVVbbj5dtDv2dZXbMwQqvs8FFyOHOW3nfIJggtpDZKPABQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T10:54:00.977560Z","bundle_sha256":"55f1e51469b934c017a3992ab414ecacca4c3e655402a6415b05da9485146667"}}