{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:N3UN2Z3Z7D74OKP6HGSBRF5ATX","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":"c9bbf8416fa0fe4e742bec6264d73089969a185f96f5008459abd0c7c4a26146","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.NE","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-05-26T08:50:49Z","title_canon_sha256":"96693bbc7f6c811c1f2839efba64cb2bd4e110518c95127066e4d1c1cac80609"},"schema_version":"1.0","source":{"id":"2305.16748","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.16748","created_at":"2026-07-05T06:14:17Z"},{"alias_kind":"arxiv_version","alias_value":"2305.16748v1","created_at":"2026-07-05T06:14:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.16748","created_at":"2026-07-05T06:14:17Z"},{"alias_kind":"pith_short_12","alias_value":"N3UN2Z3Z7D74","created_at":"2026-07-05T06:14:17Z"},{"alias_kind":"pith_short_16","alias_value":"N3UN2Z3Z7D74OKP6","created_at":"2026-07-05T06:14:17Z"},{"alias_kind":"pith_short_8","alias_value":"N3UN2Z3Z","created_at":"2026-07-05T06:14:17Z"}],"graph_snapshots":[{"event_id":"sha256:91c95dce76e41df264ed5765849067dbc9eb08452201d57d9a03ad3e307f4a45","target":"graph","created_at":"2026-07-05T06:14:17Z","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/2305.16748/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper proposes a novel Decentralized Spike-based Learning (DSL) framework for the discrete Perimeter Defense Problem (d-PDP). A team of defenders is operating on the perimeter to protect the circular territory from radially incoming intruders. At first, the d-PDP is formulated as a spatio-temporal multi-task assignment problem (STMTA). The problem of STMTA is then converted into a multi-label learning problem to obtain labels of segments that defenders have to visit in order to protect the perimeter. The DSL framework uses a Multi-Label Classifier using Synaptic Efficacy Function spiking ","authors_text":"Mohammed Thousif, Shirin Dora, Shridhar Velhal, Suresh Sundaram","cross_cats":["cs.AI","cs.LG","cs.MA","cs.NE","cs.SY","eess.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-05-26T08:50:49Z","title":"A Decentralized Spike-based Learning Framework for Sequential Capture in Discrete Perimeter Defense Problem"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.16748","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":"sha256:6224273d15200efa343b1b6d13acfbca6ac044d402f0c5767ec6b4c6e98df19f","target":"record","created_at":"2026-07-05T06:14:17Z","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":"c9bbf8416fa0fe4e742bec6264d73089969a185f96f5008459abd0c7c4a26146","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.NE","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-05-26T08:50:49Z","title_canon_sha256":"96693bbc7f6c811c1f2839efba64cb2bd4e110518c95127066e4d1c1cac80609"},"schema_version":"1.0","source":{"id":"2305.16748","kind":"arxiv","version":1}},"canonical_sha256":"6ee8dd6779f8ffc729fe39a41897a09de5192893b2f7a6b701f04a45e124525a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6ee8dd6779f8ffc729fe39a41897a09de5192893b2f7a6b701f04a45e124525a","first_computed_at":"2026-07-05T06:14:17.110725Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:14:17.110725Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6YqOyy/w1IUEivZRe0s1wwKisCChdlM+mfNaauS/PezdY8fHrP9rlQFbA8WNaRzC3DB2xUPquL6MygPl9qxaAg==","signature_status":"signed_v1","signed_at":"2026-07-05T06:14:17.111195Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.16748","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6224273d15200efa343b1b6d13acfbca6ac044d402f0c5767ec6b4c6e98df19f","sha256:91c95dce76e41df264ed5765849067dbc9eb08452201d57d9a03ad3e307f4a45"],"state_sha256":"d31af4bbc0340c237d76b1be108018ea67cf52a571d38eb692e796d2fc600c3e"}