{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:K4GFMZQ3JRWCJY7PVPFYGL2UQG","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":"3878a1f1541fecf23ab18636804b7395a8ecae8bcd4a88677ec7bc11b9f33e92","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2025-08-13T21:53:57Z","title_canon_sha256":"d5444466b3c9156991504afb5adb1015516d021d88f7f8f82115743636df39ad"},"schema_version":"1.0","source":{"id":"2508.10212","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.10212","created_at":"2026-07-05T11:53:33Z"},{"alias_kind":"arxiv_version","alias_value":"2508.10212v1","created_at":"2026-07-05T11:53:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.10212","created_at":"2026-07-05T11:53:33Z"},{"alias_kind":"pith_short_12","alias_value":"K4GFMZQ3JRWC","created_at":"2026-07-05T11:53:33Z"},{"alias_kind":"pith_short_16","alias_value":"K4GFMZQ3JRWCJY7P","created_at":"2026-07-05T11:53:33Z"},{"alias_kind":"pith_short_8","alias_value":"K4GFMZQ3","created_at":"2026-07-05T11:53:33Z"}],"graph_snapshots":[{"event_id":"sha256:8dc8ab3477684a9031ba0aa1f8459d133abf0fe8c058f9cd0eb95fe4fb01bfb9","target":"graph","created_at":"2026-07-05T11:53:33Z","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/2508.10212/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Underground mining operations rely on distributed sensor networks to collect critical data daily, including mine temperature, toxic gas concentrations, and miner movements for hazard detection and operational decision-making. However, transmitting raw sensor data to a central server for training deep learning models introduces significant privacy risks, potentially exposing sensitive mine-specific information. Federated Learning (FL) offers a transformative solution by enabling collaborative model training while ensuring that raw data remains localized at each mine. Despite its advantages, FL ","authors_text":"Md Sazedur Rahman, Mohamed Elmahallawy, Samuel Frimpong, Sanjay Madria","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2025-08-13T21:53:57Z","title":"Detecting Untargeted Attacks and Mitigating Unreliable Updates in Federated Learning for Underground Mining Operations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.10212","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":"sha256:91d53825c91d8251d438158314178ed584f11eecf4311f3a92154bee6c2bf96e","target":"record","created_at":"2026-07-05T11:53:33Z","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":"3878a1f1541fecf23ab18636804b7395a8ecae8bcd4a88677ec7bc11b9f33e92","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2025-08-13T21:53:57Z","title_canon_sha256":"d5444466b3c9156991504afb5adb1015516d021d88f7f8f82115743636df39ad"},"schema_version":"1.0","source":{"id":"2508.10212","kind":"arxiv","version":1}},"canonical_sha256":"570c56661b4c6c24e3efabcb832f5481af82fe2a1bda91d40fe9554288fc103b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"570c56661b4c6c24e3efabcb832f5481af82fe2a1bda91d40fe9554288fc103b","first_computed_at":"2026-07-05T11:53:33.356687Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:53:33.356687Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+lIaHAH0tva9HRqkqMXjkcK9JixgOGS3lXmlIDrXY3MUOBX4AEmg2RNdNbssXLUinxlKHquYQn5c2fDNujshCA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:53:33.357164Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.10212","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:91d53825c91d8251d438158314178ed584f11eecf4311f3a92154bee6c2bf96e","sha256:8dc8ab3477684a9031ba0aa1f8459d133abf0fe8c058f9cd0eb95fe4fb01bfb9"],"state_sha256":"782ba00b94065cef5f1e18960ad9056a3e65ec4b8ab4d20cbb400b1a0c6ea197"}