{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:SEEOZJ33SNP3JAR7CTMCSYNB3G","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":"b2ab531d90a413873d14812b8981bde571037c2f5ae747f8a24d3a1f2862b663","cross_cats_sorted":["cs.AI","cs.NE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2021-05-06T08:10:35Z","title_canon_sha256":"b68f5722e982cb80407558b9651fc43f5e7f8d88ddad2d7bfc6aa050a5e4a9c9"},"schema_version":"1.0","source":{"id":"2105.09909","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.09909","created_at":"2026-07-05T02:41:58Z"},{"alias_kind":"arxiv_version","alias_value":"2105.09909v1","created_at":"2026-07-05T02:41:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.09909","created_at":"2026-07-05T02:41:58Z"},{"alias_kind":"pith_short_12","alias_value":"SEEOZJ33SNP3","created_at":"2026-07-05T02:41:58Z"},{"alias_kind":"pith_short_16","alias_value":"SEEOZJ33SNP3JAR7","created_at":"2026-07-05T02:41:58Z"},{"alias_kind":"pith_short_8","alias_value":"SEEOZJ33","created_at":"2026-07-05T02:41:58Z"}],"graph_snapshots":[{"event_id":"sha256:22dd90d1d9b0e1f7cce2e2a8bb7d8bdf7363af3717aaa9a3210d8f71c2530bab","target":"graph","created_at":"2026-07-05T02:41:58Z","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/2105.09909/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Reservoir Computing (RC) offers a viable option to deploy AI algorithms on low-end embedded system platforms. Liquid State Machine (LSM) is a bio-inspired RC model that mimics the cortical microcircuits and uses spiking neural networks (SNN) that can be directly realized on neuromorphic hardware. In this paper, we present a novel Parallelized LSM (PLSM) architecture that incorporates spatio-temporal read-out layer and semantic constraints on model output. To the best of our knowledge, such a formulation has been done for the first time in literature, and it offers a computationally lighter alt","authors_text":"Dipayan Das, Saumik Bhattacharya, Sukalpa Chanda, Umapada Pal","cross_cats":["cs.AI","cs.NE"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2021-05-06T08:10:35Z","title":"PLSM: A Parallelized Liquid State Machine for Unintentional Action Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.09909","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":"sha256:729b8c66b5d1b0048f316b71fb3194bdf1fa551fef349354903d7fb32b7be75b","target":"record","created_at":"2026-07-05T02:41:58Z","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":"b2ab531d90a413873d14812b8981bde571037c2f5ae747f8a24d3a1f2862b663","cross_cats_sorted":["cs.AI","cs.NE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2021-05-06T08:10:35Z","title_canon_sha256":"b68f5722e982cb80407558b9651fc43f5e7f8d88ddad2d7bfc6aa050a5e4a9c9"},"schema_version":"1.0","source":{"id":"2105.09909","kind":"arxiv","version":1}},"canonical_sha256":"9108eca77b935fb4823f14d82961a1d9834852d3255c7350ea100fe2921df964","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9108eca77b935fb4823f14d82961a1d9834852d3255c7350ea100fe2921df964","first_computed_at":"2026-07-05T02:41:58.498987Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:41:58.498987Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Jb7D2aoXl79ow52cb1FX5rq5+g82mDHIxFcOPjgWfMWjBlktEAgLKTD7f0Phf2EWwlYyP1QzGduxny7wafjhAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:41:58.499439Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.09909","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:729b8c66b5d1b0048f316b71fb3194bdf1fa551fef349354903d7fb32b7be75b","sha256:22dd90d1d9b0e1f7cce2e2a8bb7d8bdf7363af3717aaa9a3210d8f71c2530bab"],"state_sha256":"288d5decc21185ca47c8442e806d5bb3bf1f27076651fa537a37219aa7814586"}