{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:FI7EJA4LVHH7G7ZNIDJP4KQWDW","short_pith_number":"pith:FI7EJA4L","canonical_record":{"source":{"id":"2606.07282","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-05T13:56:55Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"3cd276f0faf4921a46474536b10e0ba265493b946c5ddd3e7235e46422a1d55d","abstract_canon_sha256":"05b56497ea0171b38f4d2bab7f2d507e21a6f43ecd9d628092f3778cbe989fe7"},"schema_version":"1.0"},"canonical_sha256":"2a3e44838ba9cff37f2d40d2fe2a161dabca6e54065d72285f5826702f8e05f2","source":{"kind":"arxiv","id":"2606.07282","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.07282","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"arxiv_version","alias_value":"2606.07282v1","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.07282","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_12","alias_value":"FI7EJA4LVHH7","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_16","alias_value":"FI7EJA4LVHH7G7ZN","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_8","alias_value":"FI7EJA4L","created_at":"2026-06-08T01:05:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:FI7EJA4LVHH7G7ZNIDJP4KQWDW","target":"record","payload":{"canonical_record":{"source":{"id":"2606.07282","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-05T13:56:55Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"3cd276f0faf4921a46474536b10e0ba265493b946c5ddd3e7235e46422a1d55d","abstract_canon_sha256":"05b56497ea0171b38f4d2bab7f2d507e21a6f43ecd9d628092f3778cbe989fe7"},"schema_version":"1.0"},"canonical_sha256":"2a3e44838ba9cff37f2d40d2fe2a161dabca6e54065d72285f5826702f8e05f2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-08T01:05:17.316302Z","signature_b64":"F9vTZM3sDsbOqCv32v6afs3Xlu8+m42G5uQ7w+Urm8itcxm7O+49WNYa5B4N5GvUuRgU73ht/n+WRL2uPtY4BA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2a3e44838ba9cff37f2d40d2fe2a161dabca6e54065d72285f5826702f8e05f2","last_reissued_at":"2026-06-08T01:05:17.315443Z","signature_status":"signed_v1","first_computed_at":"2026-06-08T01:05:17.315443Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.07282","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":"2026-06-08T01:05:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Qawxj2Lnbgu2rb92Pyfksrn8xqvxQW/1GTNZYKJqida3L64RHd8aTLir8MBsGq2HxHme2kVVky/uf7uQUzWfBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-23T05:17:17.330488Z"},"content_sha256":"fe7b6e0d7e71011ea4ca6b1ea7b53249c39d6b3be3cb9f6c0d4490d2f4d40412","schema_version":"1.0","event_id":"sha256:fe7b6e0d7e71011ea4ca6b1ea7b53249c39d6b3be3cb9f6c0d4490d2f4d40412"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:FI7EJA4LVHH7G7ZNIDJP4KQWDW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Rethinking IoT Intrusion Detection: Augmenting Routing Metrics with Radio Features","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.NI"],"primary_cat":"cs.CR","authors_text":"Andreas Johnsson, Sourasekhar Banerjee, Yichang Sun","submitted_at":"2026-06-05T13:56:55Z","abstract_excerpt":"Machine learning-based intrusion detection systems (IDS) for RPL-based IoT networks often rely solely on routing layer features, which provide only a partial view of network behaviour. In this work, we investigate whether incorporating Transmit (TX) and Receive (RX) radio features alongside the standard RPL feature set can improve detection performance in an LSTM-based IDS. We evaluate the proposed approach across three different attack types, namely DIS-Flooding, Local Repair, and Worst Parent under varying network sizes. The results show that incorporating TX and RX improves the IDS's overal"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.07282","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/2606.07282/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":"2026-06-08T01:05:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DTjBlNxO3/ZoRUnyDjH0PJabh41BMWaAOrU6Iu2cCBj8RhedVtOoDkoobulI3NS5/fcAkpoRBvUDv2mzuMiBCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-23T05:17:17.330864Z"},"content_sha256":"404c5e6f75d320f9a16848e44de04cd3763372d520e16837c480a11043ae4b93","schema_version":"1.0","event_id":"sha256:404c5e6f75d320f9a16848e44de04cd3763372d520e16837c480a11043ae4b93"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/bundle.json","state_url":"https://pith.science/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/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":"2026-06-23T05:17:17Z","links":{"resolver":"https://pith.science/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW","bundle":"https://pith.science/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/bundle.json","state":"https://pith.science/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FI7EJA4LVHH7G7ZNIDJP4KQWDW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FI7EJA4LVHH7G7ZNIDJP4KQWDW","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":"05b56497ea0171b38f4d2bab7f2d507e21a6f43ecd9d628092f3778cbe989fe7","cross_cats_sorted":["cs.NI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-05T13:56:55Z","title_canon_sha256":"3cd276f0faf4921a46474536b10e0ba265493b946c5ddd3e7235e46422a1d55d"},"schema_version":"1.0","source":{"id":"2606.07282","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.07282","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"arxiv_version","alias_value":"2606.07282v1","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.07282","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_12","alias_value":"FI7EJA4LVHH7","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_16","alias_value":"FI7EJA4LVHH7G7ZN","created_at":"2026-06-08T01:05:17Z"},{"alias_kind":"pith_short_8","alias_value":"FI7EJA4L","created_at":"2026-06-08T01:05:17Z"}],"graph_snapshots":[{"event_id":"sha256:404c5e6f75d320f9a16848e44de04cd3763372d520e16837c480a11043ae4b93","target":"graph","created_at":"2026-06-08T01:05:17Z","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/2606.07282/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine learning-based intrusion detection systems (IDS) for RPL-based IoT networks often rely solely on routing layer features, which provide only a partial view of network behaviour. In this work, we investigate whether incorporating Transmit (TX) and Receive (RX) radio features alongside the standard RPL feature set can improve detection performance in an LSTM-based IDS. We evaluate the proposed approach across three different attack types, namely DIS-Flooding, Local Repair, and Worst Parent under varying network sizes. The results show that incorporating TX and RX improves the IDS's overal","authors_text":"Andreas Johnsson, Sourasekhar Banerjee, Yichang Sun","cross_cats":["cs.NI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-05T13:56:55Z","title":"Rethinking IoT Intrusion Detection: Augmenting Routing Metrics with Radio Features"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.07282","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:fe7b6e0d7e71011ea4ca6b1ea7b53249c39d6b3be3cb9f6c0d4490d2f4d40412","target":"record","created_at":"2026-06-08T01:05:17Z","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":"05b56497ea0171b38f4d2bab7f2d507e21a6f43ecd9d628092f3778cbe989fe7","cross_cats_sorted":["cs.NI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-05T13:56:55Z","title_canon_sha256":"3cd276f0faf4921a46474536b10e0ba265493b946c5ddd3e7235e46422a1d55d"},"schema_version":"1.0","source":{"id":"2606.07282","kind":"arxiv","version":1}},"canonical_sha256":"2a3e44838ba9cff37f2d40d2fe2a161dabca6e54065d72285f5826702f8e05f2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2a3e44838ba9cff37f2d40d2fe2a161dabca6e54065d72285f5826702f8e05f2","first_computed_at":"2026-06-08T01:05:17.315443Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-08T01:05:17.315443Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"F9vTZM3sDsbOqCv32v6afs3Xlu8+m42G5uQ7w+Urm8itcxm7O+49WNYa5B4N5GvUuRgU73ht/n+WRL2uPtY4BA==","signature_status":"signed_v1","signed_at":"2026-06-08T01:05:17.316302Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.07282","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fe7b6e0d7e71011ea4ca6b1ea7b53249c39d6b3be3cb9f6c0d4490d2f4d40412","sha256:404c5e6f75d320f9a16848e44de04cd3763372d520e16837c480a11043ae4b93"],"state_sha256":"3cce50dc4cf28d9773e213694d2bb398cca89b5cb7277099e4fdbc163e8f77e9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jpqphk/3KZ8bU3N47S7/Ae1QFVVRmCuUShU791Oe875nEGD84CExgiIXdT59gYxPBff+sMA/ZtjD3rNcmnK1Aw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-23T05:17:17.333035Z","bundle_sha256":"291711584c41b7111009ce86a100500cf3821453312b929c0498314af5c7cad7"}}