{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:DUT3THUMAYBXKWDN53S6VBKRK3","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":"1e43af031e13edaf7605735c665f3b3ea16b7ad6c543b9acf10112d937596de2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-02-09T13:50:59Z","title_canon_sha256":"96135bea4ec919c7e2e1eb5d628603e615d173b1bed4e09c8ed43904ed196118"},"schema_version":"1.0","source":{"id":"2502.05905","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.05905","created_at":"2026-07-05T11:17:41Z"},{"alias_kind":"arxiv_version","alias_value":"2502.05905v2","created_at":"2026-07-05T11:17:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.05905","created_at":"2026-07-05T11:17:41Z"},{"alias_kind":"pith_short_12","alias_value":"DUT3THUMAYBX","created_at":"2026-07-05T11:17:41Z"},{"alias_kind":"pith_short_16","alias_value":"DUT3THUMAYBXKWDN","created_at":"2026-07-05T11:17:41Z"},{"alias_kind":"pith_short_8","alias_value":"DUT3THUM","created_at":"2026-07-05T11:17:41Z"}],"graph_snapshots":[{"event_id":"sha256:465f0e99f836c08bf47f4634f0160b96a003995040f280c9083f9791c6d0498f","target":"graph","created_at":"2026-07-05T11:17:41Z","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/2502.05905/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Brain-inspired Spiking Neural Networks (SNNs) leverage sparse spikes to encode information and operate in an asynchronous event-driven manner, offering a highly energy-efficient paradigm for machine intelligence. However, the current SNN community focuses primarily on performance improvement by developing large-scale models, which limits the applicability of SNNs in resource-limited edge devices. In this paper, we propose a hardware-friendly and lightweight SNN, aimed at effectively deploying high-performance SNN in resource-limited scenarios. Specifically, we first develop a baseline model th","authors_text":"Ammar Belatreche, Honglin Cao, Jieyuan Zhang, Malu Zhang, Wenjie Wei, Yang Yang, Yimeng Shan, Yu Liang, Zijian Zhou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-02-09T13:50:59Z","title":"QP-SNN: Quantized and Pruned Spiking Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.05905","kind":"arxiv","version":2},"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:b31f1a9dc2cd974954848b906bae5649413933671713ef7316e0b98dd714f1b2","target":"record","created_at":"2026-07-05T11:17:41Z","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":"1e43af031e13edaf7605735c665f3b3ea16b7ad6c543b9acf10112d937596de2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-02-09T13:50:59Z","title_canon_sha256":"96135bea4ec919c7e2e1eb5d628603e615d173b1bed4e09c8ed43904ed196118"},"schema_version":"1.0","source":{"id":"2502.05905","kind":"arxiv","version":2}},"canonical_sha256":"1d27b99e8c060375586deee5ea855156f7ffd27925ff9ae85d4ba6872c46801d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d27b99e8c060375586deee5ea855156f7ffd27925ff9ae85d4ba6872c46801d","first_computed_at":"2026-07-05T11:17:41.062605Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:17:41.062605Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aZ4sqiSrw9S1Y+uFJSvXDsxQKGV5aD5ZFtzYvRkksYtjHoKMuqWLsf4r+GJ+CoiGfhfFuYSIFGKaP56vVYp9BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:17:41.063101Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.05905","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b31f1a9dc2cd974954848b906bae5649413933671713ef7316e0b98dd714f1b2","sha256:465f0e99f836c08bf47f4634f0160b96a003995040f280c9083f9791c6d0498f"],"state_sha256":"93f8f0cd16dc70ceada401eb148078c9a8241361b5ac1fb9e726026117d7b657"}