{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:ESTKPETRVNW3HNUYANEKVMWTQP","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":"91f1baa64d8528014a161502e74ea8733d745da5da49db1b17028ff7f0d56600","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2020-05-02T06:41:20Z","title_canon_sha256":"ddbc4dc4eda55c21d64b95cc561ec06957298a84396456c9324c537f24db4d4e"},"schema_version":"1.0","source":{"id":"2005.00723","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2005.00723","created_at":"2026-07-05T01:00:00Z"},{"alias_kind":"arxiv_version","alias_value":"2005.00723v1","created_at":"2026-07-05T01:00:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2005.00723","created_at":"2026-07-05T01:00:00Z"},{"alias_kind":"pith_short_12","alias_value":"ESTKPETRVNW3","created_at":"2026-07-05T01:00:00Z"},{"alias_kind":"pith_short_16","alias_value":"ESTKPETRVNW3HNUY","created_at":"2026-07-05T01:00:00Z"},{"alias_kind":"pith_short_8","alias_value":"ESTKPETR","created_at":"2026-07-05T01:00:00Z"}],"graph_snapshots":[{"event_id":"sha256:07f8335c565b4ecd441445e7622a564104a32e2540508d86d43cfaeab11f0be4","target":"graph","created_at":"2026-07-05T01:00:00Z","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/2005.00723/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Spikes are the currency in central nervous systems for information transmission and processing. They are also believed to play an essential role in low-power consumption of the biological systems, whose efficiency attracts increasing attentions to the field of neuromorphic computing. However, efficient processing and learning of discrete spikes still remains as a challenging problem. In this paper, we make our contributions towards this direction. A simplified spiking neuron model is firstly introduced with effects of both synaptic input and firing output on membrane potential being modeled wi","authors_text":"Huajin Tang, Jianwu Dang, Kay Chen Tan, Longbiao Wang, Qiang Yu, Shenglan Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2020-05-02T06:41:20Z","title":"Towards Efficient Processing and Learning with Spikes: New Approaches for Multi-Spike Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2005.00723","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":"sha256:5bdf017e683cde72a7bf888c96c1958884b35036d3d909449cbca54a875bf2a3","target":"record","created_at":"2026-07-05T01:00:00Z","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":"91f1baa64d8528014a161502e74ea8733d745da5da49db1b17028ff7f0d56600","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2020-05-02T06:41:20Z","title_canon_sha256":"ddbc4dc4eda55c21d64b95cc561ec06957298a84396456c9324c537f24db4d4e"},"schema_version":"1.0","source":{"id":"2005.00723","kind":"arxiv","version":1}},"canonical_sha256":"24a6a79271ab6db3b6980348aab2d383d83e1648d4ba5737d4cb55ee5920129d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"24a6a79271ab6db3b6980348aab2d383d83e1648d4ba5737d4cb55ee5920129d","first_computed_at":"2026-07-05T01:00:00.055052Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:00:00.055052Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"soZSHDadw5dpZaSvCrgsS5D2FfSz0Tq0nzRbdibJf1ByLbHzrTvijBFR79/c7ziX+spn1XfuEKs2IAilfXIABg==","signature_status":"signed_v1","signed_at":"2026-07-05T01:00:00.055416Z","signed_message":"canonical_sha256_bytes"},"source_id":"2005.00723","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5bdf017e683cde72a7bf888c96c1958884b35036d3d909449cbca54a875bf2a3","sha256:07f8335c565b4ecd441445e7622a564104a32e2540508d86d43cfaeab11f0be4"],"state_sha256":"161dfefa7a7b123d0b4c5ddf052fd2599ccec52d08fb1e4f6b3bffcfb5761ed7"}