{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:KHXCCL5JE2ZTQ6ZVF4GLC2B66X","short_pith_number":"pith:KHXCCL5J","canonical_record":{"source":{"id":"2503.02281","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-04T05:06:39Z","cross_cats_sorted":["cs.CR","eess.SP"],"title_canon_sha256":"f2db0c8671d357f0494e4ce740d270759a087ea902044d6f9720de0ec68600c1","abstract_canon_sha256":"7a87997c1f1e70c7bb670ad844056f514699f5d4b368aa48638ed3a21b0d1bc2"},"schema_version":"1.0"},"canonical_sha256":"51ee212fa926b3387b352f0cb1683ef5f37e348f9f6482819f9d429a4280a393","source":{"kind":"arxiv","id":"2503.02281","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.02281","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"arxiv_version","alias_value":"2503.02281v1","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.02281","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_12","alias_value":"KHXCCL5JE2ZT","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_16","alias_value":"KHXCCL5JE2ZTQ6ZV","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_8","alias_value":"KHXCCL5J","created_at":"2026-07-05T10:24:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:KHXCCL5JE2ZTQ6ZVF4GLC2B66X","target":"record","payload":{"canonical_record":{"source":{"id":"2503.02281","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-04T05:06:39Z","cross_cats_sorted":["cs.CR","eess.SP"],"title_canon_sha256":"f2db0c8671d357f0494e4ce740d270759a087ea902044d6f9720de0ec68600c1","abstract_canon_sha256":"7a87997c1f1e70c7bb670ad844056f514699f5d4b368aa48638ed3a21b0d1bc2"},"schema_version":"1.0"},"canonical_sha256":"51ee212fa926b3387b352f0cb1683ef5f37e348f9f6482819f9d429a4280a393","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:24:04.674839Z","signature_b64":"tg4Heki7+9xAju+hpYDuzFyly/Um0921mWIANzHoPvOZJv9srTxzgsZGW/MirhvJ2c2ixA9aGLaTV4HDs/ucCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"51ee212fa926b3387b352f0cb1683ef5f37e348f9f6482819f9d429a4280a393","last_reissued_at":"2026-07-05T10:24:04.674207Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:24:04.674207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.02281","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":"2026-07-05T10:24:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0tijj74Yw+GqctwfBfkTQEkscYrOTyWAhlSRDIq4JYfF/HlK3ulOYmSAWj4jzOvDVOeRyGBmo5A5a/Iu1iAJCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T13:54:07.743101Z"},"content_sha256":"75b60d0a8e6c3288824cd421b7bbe1e6218e8b0f40e230934ec1c6f692331160","schema_version":"1.0","event_id":"sha256:75b60d0a8e6c3288824cd421b7bbe1e6218e8b0f40e230934ec1c6f692331160"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:KHXCCL5JE2ZTQ6ZVF4GLC2B66X","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Kolmogorov-Arnold Network for Explainable Detection of Cyberattacks on EV Chargers","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.CR","eess.SP"],"primary_cat":"cs.LG","authors_text":"Ahmad Mohammad Saber, Amr Youssef, Deepa Kundur, Max Mauro Dias Santos, Mohammad Al Janaideh","submitted_at":"2025-03-04T05:06:39Z","abstract_excerpt":"The increasing adoption of Electric Vehicles (EVs) and the expansion of charging infrastructure and their reliance on communication expose Electric Vehicle Supply Equipment (EVSE) to cyberattacks. This paper presents a novel Kolmogorov-Arnold Network (KAN)-based framework for detecting cyberattacks on EV chargers using only power consumption measurements. Leveraging the KAN's capability to model nonlinear, high-dimensional functions and its inherently interpretable architecture, the framework effectively differentiates between normal and malicious charging scenarios. The model is trained offli"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.02281","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/2503.02281/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":"2026-07-05T10:24:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nvMlWQ8wLPhaWJ2DLDU4ehSgNQK8mYe2swzIWCr1r50PyD795Yh9IwjF21uU4iNVYKw8cybUDgElK+uiv3BeCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T13:54:07.743757Z"},"content_sha256":"84ae4aadccb1a89ba316281dd5ecc2e6c55dba85d839097644497e4327ff6098","schema_version":"1.0","event_id":"sha256:84ae4aadccb1a89ba316281dd5ecc2e6c55dba85d839097644497e4327ff6098"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/bundle.json","state_url":"https://pith.science/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/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":"2026-08-05T13:54:07Z","links":{"resolver":"https://pith.science/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X","bundle":"https://pith.science/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/bundle.json","state":"https://pith.science/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KHXCCL5JE2ZTQ6ZVF4GLC2B66X/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:KHXCCL5JE2ZTQ6ZVF4GLC2B66X","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":"7a87997c1f1e70c7bb670ad844056f514699f5d4b368aa48638ed3a21b0d1bc2","cross_cats_sorted":["cs.CR","eess.SP"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-04T05:06:39Z","title_canon_sha256":"f2db0c8671d357f0494e4ce740d270759a087ea902044d6f9720de0ec68600c1"},"schema_version":"1.0","source":{"id":"2503.02281","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.02281","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"arxiv_version","alias_value":"2503.02281v1","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.02281","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_12","alias_value":"KHXCCL5JE2ZT","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_16","alias_value":"KHXCCL5JE2ZTQ6ZV","created_at":"2026-07-05T10:24:04Z"},{"alias_kind":"pith_short_8","alias_value":"KHXCCL5J","created_at":"2026-07-05T10:24:04Z"}],"graph_snapshots":[{"event_id":"sha256:84ae4aadccb1a89ba316281dd5ecc2e6c55dba85d839097644497e4327ff6098","target":"graph","created_at":"2026-07-05T10:24:04Z","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/2503.02281/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The increasing adoption of Electric Vehicles (EVs) and the expansion of charging infrastructure and their reliance on communication expose Electric Vehicle Supply Equipment (EVSE) to cyberattacks. This paper presents a novel Kolmogorov-Arnold Network (KAN)-based framework for detecting cyberattacks on EV chargers using only power consumption measurements. Leveraging the KAN's capability to model nonlinear, high-dimensional functions and its inherently interpretable architecture, the framework effectively differentiates between normal and malicious charging scenarios. The model is trained offli","authors_text":"Ahmad Mohammad Saber, Amr Youssef, Deepa Kundur, Max Mauro Dias Santos, Mohammad Al Janaideh","cross_cats":["cs.CR","eess.SP"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-04T05:06:39Z","title":"A Kolmogorov-Arnold Network for Explainable Detection of Cyberattacks on EV Chargers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.02281","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":"sha256:75b60d0a8e6c3288824cd421b7bbe1e6218e8b0f40e230934ec1c6f692331160","target":"record","created_at":"2026-07-05T10:24:04Z","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":"7a87997c1f1e70c7bb670ad844056f514699f5d4b368aa48638ed3a21b0d1bc2","cross_cats_sorted":["cs.CR","eess.SP"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-04T05:06:39Z","title_canon_sha256":"f2db0c8671d357f0494e4ce740d270759a087ea902044d6f9720de0ec68600c1"},"schema_version":"1.0","source":{"id":"2503.02281","kind":"arxiv","version":1}},"canonical_sha256":"51ee212fa926b3387b352f0cb1683ef5f37e348f9f6482819f9d429a4280a393","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"51ee212fa926b3387b352f0cb1683ef5f37e348f9f6482819f9d429a4280a393","first_computed_at":"2026-07-05T10:24:04.674207Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:24:04.674207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tg4Heki7+9xAju+hpYDuzFyly/Um0921mWIANzHoPvOZJv9srTxzgsZGW/MirhvJ2c2ixA9aGLaTV4HDs/ucCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:24:04.674839Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.02281","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:75b60d0a8e6c3288824cd421b7bbe1e6218e8b0f40e230934ec1c6f692331160","sha256:84ae4aadccb1a89ba316281dd5ecc2e6c55dba85d839097644497e4327ff6098"],"state_sha256":"2b8438436322555299b27795668e439dc78a51b5877eba67c515dff9b2b236af"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GCt29xDEtrdhkXtiWxfAqVH84numr/V3Yo+9qcN7Vo+FbDpIppds5yJ3gE29SKtdkV9OqYGZnA/P5TslWDy5Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T13:54:07.750291Z","bundle_sha256":"e4d842c533b7b53d3a69d9dc727592b0380b2eb33a9f43315bb903d44471a056"}}