{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:KW4XJ7ZZASHTN244FJGZUQY2GG","short_pith_number":"pith:KW4XJ7ZZ","canonical_record":{"source":{"id":"2402.17196","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-02-27T04:23:35Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"d3a40c3212affda19125154c4387482ed1eb657d49ac4f5cc555c978618abe3f","abstract_canon_sha256":"ec751245f3a099fcb05725fa38a9a979c784b6182967e29dce2c8e799f9d6031"},"schema_version":"1.0"},"canonical_sha256":"55b974ff39048f36eb9c2a4d9a431a31b0633ad0ac95610ab4eef100bd15b909","source":{"kind":"arxiv","id":"2402.17196","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.17196","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"arxiv_version","alias_value":"2402.17196v1","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.17196","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_12","alias_value":"KW4XJ7ZZASHT","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_16","alias_value":"KW4XJ7ZZASHTN244","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_8","alias_value":"KW4XJ7ZZ","created_at":"2026-07-05T07:49:43Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:KW4XJ7ZZASHTN244FJGZUQY2GG","target":"record","payload":{"canonical_record":{"source":{"id":"2402.17196","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-02-27T04:23:35Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"d3a40c3212affda19125154c4387482ed1eb657d49ac4f5cc555c978618abe3f","abstract_canon_sha256":"ec751245f3a099fcb05725fa38a9a979c784b6182967e29dce2c8e799f9d6031"},"schema_version":"1.0"},"canonical_sha256":"55b974ff39048f36eb9c2a4d9a431a31b0633ad0ac95610ab4eef100bd15b909","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:49:43.960263Z","signature_b64":"i/JU8R5UAJnrzIS8ZBXJtQgsDFGgl6N867RcofW+zqsLZALr5ZSuNpAV7eT8futSDg+aF+Dh8heh3Bd9dH28DQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"55b974ff39048f36eb9c2a4d9a431a31b0633ad0ac95610ab4eef100bd15b909","last_reissued_at":"2026-07-05T07:49:43.959800Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:49:43.959800Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.17196","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":"2026-07-05T07:49:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"J5hMMEqTsNNB8/W+UWuIg9xmUnWiBhwymn92FQj8UNiGlsaR/SNXpGPNi12V46sS1c23FHNnROtGTcTRXX4kBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T04:39:32.621809Z"},"content_sha256":"a09a4943938593a1e1b330f935ff62616affe7abf7f8b76789e7a6132025bea5","schema_version":"1.0","event_id":"sha256:a09a4943938593a1e1b330f935ff62616affe7abf7f8b76789e7a6132025bea5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:KW4XJ7ZZASHTN244FJGZUQY2GG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Prediction of the SYM-H Index Using a Bayesian Deep Learning Method with Uncertainty Quantification","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"astro-ph.IM","authors_text":"Haimin Wang, Huseyin Cavus, Jason T. L. Wang, Ju Jing, Khalid A. Alobaid, Vania K. Jordanova, Vasyl Yurchyshyn, Yasser Abduallah","submitted_at":"2024-02-27T04:23:35Z","abstract_excerpt":"We propose a novel deep learning framework, named SYMHnet, which employs a graph neural network and a bidirectional long short-term memory network to cooperatively learn patterns from solar wind and interplanetary magnetic field parameters for short-term forecasts of the SYM-H index based on 1-minute and 5-minute resolution data. SYMHnet takes, as input, the time series of the parameters' values provided by NASA's Space Science Data Coordinated Archive and predicts, as output, the SYM-H index value at time point t + w hours for a given time point t where w is 1 or 2. By incorporating Bayesian "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.17196","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/2402.17196/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":"2026-07-05T07:49:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DO3EGl+aZ88d3Xmbc1bTau6GA59KWAgtd1+moSFhUBUodFlwwDoRosky3j81m1Di7e48TjNNWU3wSkc9ZiBfAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T04:39:32.622192Z"},"content_sha256":"fcb9be8f10e449688837ff3819068b9d440410dd8f375de975c29eb158d922c1","schema_version":"1.0","event_id":"sha256:fcb9be8f10e449688837ff3819068b9d440410dd8f375de975c29eb158d922c1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/bundle.json","state_url":"https://pith.science/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/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":"2026-07-07T04:39:32Z","links":{"resolver":"https://pith.science/pith/KW4XJ7ZZASHTN244FJGZUQY2GG","bundle":"https://pith.science/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/bundle.json","state":"https://pith.science/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KW4XJ7ZZASHTN244FJGZUQY2GG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KW4XJ7ZZASHTN244FJGZUQY2GG","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":"ec751245f3a099fcb05725fa38a9a979c784b6182967e29dce2c8e799f9d6031","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-02-27T04:23:35Z","title_canon_sha256":"d3a40c3212affda19125154c4387482ed1eb657d49ac4f5cc555c978618abe3f"},"schema_version":"1.0","source":{"id":"2402.17196","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.17196","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"arxiv_version","alias_value":"2402.17196v1","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.17196","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_12","alias_value":"KW4XJ7ZZASHT","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_16","alias_value":"KW4XJ7ZZASHTN244","created_at":"2026-07-05T07:49:43Z"},{"alias_kind":"pith_short_8","alias_value":"KW4XJ7ZZ","created_at":"2026-07-05T07:49:43Z"}],"graph_snapshots":[{"event_id":"sha256:fcb9be8f10e449688837ff3819068b9d440410dd8f375de975c29eb158d922c1","target":"graph","created_at":"2026-07-05T07:49:43Z","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/2402.17196/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a novel deep learning framework, named SYMHnet, which employs a graph neural network and a bidirectional long short-term memory network to cooperatively learn patterns from solar wind and interplanetary magnetic field parameters for short-term forecasts of the SYM-H index based on 1-minute and 5-minute resolution data. SYMHnet takes, as input, the time series of the parameters' values provided by NASA's Space Science Data Coordinated Archive and predicts, as output, the SYM-H index value at time point t + w hours for a given time point t where w is 1 or 2. By incorporating Bayesian ","authors_text":"Haimin Wang, Huseyin Cavus, Jason T. L. Wang, Ju Jing, Khalid A. Alobaid, Vania K. Jordanova, Vasyl Yurchyshyn, Yasser Abduallah","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-02-27T04:23:35Z","title":"Prediction of the SYM-H Index Using a Bayesian Deep Learning Method with Uncertainty Quantification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.17196","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:a09a4943938593a1e1b330f935ff62616affe7abf7f8b76789e7a6132025bea5","target":"record","created_at":"2026-07-05T07:49:43Z","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":"ec751245f3a099fcb05725fa38a9a979c784b6182967e29dce2c8e799f9d6031","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-02-27T04:23:35Z","title_canon_sha256":"d3a40c3212affda19125154c4387482ed1eb657d49ac4f5cc555c978618abe3f"},"schema_version":"1.0","source":{"id":"2402.17196","kind":"arxiv","version":1}},"canonical_sha256":"55b974ff39048f36eb9c2a4d9a431a31b0633ad0ac95610ab4eef100bd15b909","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"55b974ff39048f36eb9c2a4d9a431a31b0633ad0ac95610ab4eef100bd15b909","first_computed_at":"2026-07-05T07:49:43.959800Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:49:43.959800Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"i/JU8R5UAJnrzIS8ZBXJtQgsDFGgl6N867RcofW+zqsLZALr5ZSuNpAV7eT8futSDg+aF+Dh8heh3Bd9dH28DQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:49:43.960263Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.17196","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a09a4943938593a1e1b330f935ff62616affe7abf7f8b76789e7a6132025bea5","sha256:fcb9be8f10e449688837ff3819068b9d440410dd8f375de975c29eb158d922c1"],"state_sha256":"25c435cab0770e5457db42ba9bf243e36247120b70efea4b0db0787f4507a78a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NFj3B3ioy90a90Wrt2CiawgBvtP2iJupZxcayAI3JEXN3VhfxJPb197cw9Bs0d9uwukXZ00UWr3fXwfl1wVaBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T04:39:32.624606Z","bundle_sha256":"a2d45f02bd4f806f42b8323a33cb4b1efd20dea1aa4426f4ba1d8042499cecca"}}