{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:6ACIUH2M6H33AJBVWEKNBKKTZM","short_pith_number":"pith:6ACIUH2M","canonical_record":{"source":{"id":"2012.11933","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2020-12-22T11:10:23Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"bd7dfbd4702183d9953a09d386f9a3e0fd3e40e0dd33ae2eb8941948f46952da","abstract_canon_sha256":"c237af3bf86b7d539b81afc87258007a2fb02dde6feef612623812d5fdf3172d"},"schema_version":"1.0"},"canonical_sha256":"f0048a1f4cf1f7b02435b114d0a953cb0c630e5dbd19e0a5cdac7ddb13ca6cfb","source":{"kind":"arxiv","id":"2012.11933","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.11933","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"arxiv_version","alias_value":"2012.11933v1","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.11933","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_12","alias_value":"6ACIUH2M6H33","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_16","alias_value":"6ACIUH2M6H33AJBV","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_8","alias_value":"6ACIUH2M","created_at":"2026-07-05T02:01:22Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:6ACIUH2M6H33AJBVWEKNBKKTZM","target":"record","payload":{"canonical_record":{"source":{"id":"2012.11933","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2020-12-22T11:10:23Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"bd7dfbd4702183d9953a09d386f9a3e0fd3e40e0dd33ae2eb8941948f46952da","abstract_canon_sha256":"c237af3bf86b7d539b81afc87258007a2fb02dde6feef612623812d5fdf3172d"},"schema_version":"1.0"},"canonical_sha256":"f0048a1f4cf1f7b02435b114d0a953cb0c630e5dbd19e0a5cdac7ddb13ca6cfb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:01:22.807547Z","signature_b64":"NeBug6+GRQBjmnTTCtVb9anqBmnp8qCjDGXV6/1appN0UBWb6DOrWXuxux3F11W2OB2upErAgLxAupN8M3waCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f0048a1f4cf1f7b02435b114d0a953cb0c630e5dbd19e0a5cdac7ddb13ca6cfb","last_reissued_at":"2026-07-05T02:01:22.807082Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:01:22.807082Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2012.11933","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":"2026-07-05T02:01:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Lv1ODP/J6T4pAKcLhnHrSBgW6E0EH6z13jZwcQqCKy/0NgrfUA9vXFgK7C3YbPJtGceOee3sap6v6kjX507ZBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T05:11:13.718729Z"},"content_sha256":"b73f5846f8ce052dcd4c4e668205588d6d5d231c3b8cc57ccdfe8254fe7e0091","schema_version":"1.0","event_id":"sha256:b73f5846f8ce052dcd4c4e668205588d6d5d231c3b8cc57ccdfe8254fe7e0091"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:6ACIUH2M6H33AJBVWEKNBKKTZM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"David Atienza, Leila Cammoun, Marina Zapater, Philippe Ryvlin, Sylvain Rheims, Tomas Teijeiro, Valentin Gabeff","submitted_at":"2020-12-22T11:10:23Z","abstract_excerpt":"While Deep Learning (DL) is often considered the state-of-the art for Artificial Intelligence-based medical decision support, it remains sparsely implemented in clinical practice and poorly trusted by clinicians due to insufficient interpretability of neural network models. We have tackled this issue by developing interpretable DL models in the context of online detection of epileptic seizure, based on EEG signal. This has conditioned the preparation of the input signals, the network architecture, and the post-processing of the output in line with the domain knowledge. Specifically, we focused"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.11933","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/2012.11933/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":"2026-07-05T02:01:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"w7QIZJzdqEGWaxizuCfd2T9GLGuZk74S3wfPVOJ3eV6UTO2Y5S+W0G6QiDoNDmlQOuixiol4YK6vGjtRquASCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T05:11:13.719135Z"},"content_sha256":"801629d0cba2c7ce87676c9a0bfe62faa9855e6afccf4ee2946a17505fe82de3","schema_version":"1.0","event_id":"sha256:801629d0cba2c7ce87676c9a0bfe62faa9855e6afccf4ee2946a17505fe82de3"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/bundle.json","state_url":"https://pith.science/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/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":"2026-08-07T05:11:13Z","links":{"resolver":"https://pith.science/pith/6ACIUH2M6H33AJBVWEKNBKKTZM","bundle":"https://pith.science/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/bundle.json","state":"https://pith.science/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6ACIUH2M6H33AJBVWEKNBKKTZM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:6ACIUH2M6H33AJBVWEKNBKKTZM","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":"c237af3bf86b7d539b81afc87258007a2fb02dde6feef612623812d5fdf3172d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2020-12-22T11:10:23Z","title_canon_sha256":"bd7dfbd4702183d9953a09d386f9a3e0fd3e40e0dd33ae2eb8941948f46952da"},"schema_version":"1.0","source":{"id":"2012.11933","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.11933","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"arxiv_version","alias_value":"2012.11933v1","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.11933","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_12","alias_value":"6ACIUH2M6H33","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_16","alias_value":"6ACIUH2M6H33AJBV","created_at":"2026-07-05T02:01:22Z"},{"alias_kind":"pith_short_8","alias_value":"6ACIUH2M","created_at":"2026-07-05T02:01:22Z"}],"graph_snapshots":[{"event_id":"sha256:801629d0cba2c7ce87676c9a0bfe62faa9855e6afccf4ee2946a17505fe82de3","target":"graph","created_at":"2026-07-05T02:01:22Z","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/2012.11933/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While Deep Learning (DL) is often considered the state-of-the art for Artificial Intelligence-based medical decision support, it remains sparsely implemented in clinical practice and poorly trusted by clinicians due to insufficient interpretability of neural network models. We have tackled this issue by developing interpretable DL models in the context of online detection of epileptic seizure, based on EEG signal. This has conditioned the preparation of the input signals, the network architecture, and the post-processing of the output in line with the domain knowledge. Specifically, we focused","authors_text":"David Atienza, Leila Cammoun, Marina Zapater, Philippe Ryvlin, Sylvain Rheims, Tomas Teijeiro, Valentin Gabeff","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2020-12-22T11:10:23Z","title":"Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.11933","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:b73f5846f8ce052dcd4c4e668205588d6d5d231c3b8cc57ccdfe8254fe7e0091","target":"record","created_at":"2026-07-05T02:01:22Z","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":"c237af3bf86b7d539b81afc87258007a2fb02dde6feef612623812d5fdf3172d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2020-12-22T11:10:23Z","title_canon_sha256":"bd7dfbd4702183d9953a09d386f9a3e0fd3e40e0dd33ae2eb8941948f46952da"},"schema_version":"1.0","source":{"id":"2012.11933","kind":"arxiv","version":1}},"canonical_sha256":"f0048a1f4cf1f7b02435b114d0a953cb0c630e5dbd19e0a5cdac7ddb13ca6cfb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f0048a1f4cf1f7b02435b114d0a953cb0c630e5dbd19e0a5cdac7ddb13ca6cfb","first_computed_at":"2026-07-05T02:01:22.807082Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:01:22.807082Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NeBug6+GRQBjmnTTCtVb9anqBmnp8qCjDGXV6/1appN0UBWb6DOrWXuxux3F11W2OB2upErAgLxAupN8M3waCA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:01:22.807547Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.11933","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b73f5846f8ce052dcd4c4e668205588d6d5d231c3b8cc57ccdfe8254fe7e0091","sha256:801629d0cba2c7ce87676c9a0bfe62faa9855e6afccf4ee2946a17505fe82de3"],"state_sha256":"f3645bcdc76bf41c355aba5df99306ee59dbbd782d58f1942e9c46f842453dbd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3PoXxu0FfTFese/ni4AU2LEDYduTJuWW2mxD73KvsD1nWD5cmdcYjjKFO3qy3MaIgNzacucoR8AT+fWDSVFUBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T05:11:13.721943Z","bundle_sha256":"e60fcc9cbbf24df29ae42cc841ec4b96bede46c6e5ccdfe368719f21bd299975"}}