{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:CC2HZCPWNTWKXULCJFXOSWIQYX","short_pith_number":"pith:CC2HZCPW","canonical_record":{"source":{"id":"2207.11670","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2022-07-24T06:12:23Z","cross_cats_sorted":["cs.CV","cs.LG","q-bio.NC"],"title_canon_sha256":"7f82976523abe105effe994e1af3858f67aa6e7d1824a114beea1d8e292477a9","abstract_canon_sha256":"bdbf4bf24ccc8295471d01297e0de7a64a5755b9c1bd47e3881e867aa323a35c"},"schema_version":"1.0"},"canonical_sha256":"10b47c89f66cecabd162496ee95910c5c1fe4d343a715eb6432822d073e53863","source":{"kind":"arxiv","id":"2207.11670","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.11670","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"arxiv_version","alias_value":"2207.11670v2","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.11670","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_12","alias_value":"CC2HZCPWNTWK","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_16","alias_value":"CC2HZCPWNTWKXULC","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_8","alias_value":"CC2HZCPW","created_at":"2026-07-05T05:50:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:CC2HZCPWNTWKXULCJFXOSWIQYX","target":"record","payload":{"canonical_record":{"source":{"id":"2207.11670","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2022-07-24T06:12:23Z","cross_cats_sorted":["cs.CV","cs.LG","q-bio.NC"],"title_canon_sha256":"7f82976523abe105effe994e1af3858f67aa6e7d1824a114beea1d8e292477a9","abstract_canon_sha256":"bdbf4bf24ccc8295471d01297e0de7a64a5755b9c1bd47e3881e867aa323a35c"},"schema_version":"1.0"},"canonical_sha256":"10b47c89f66cecabd162496ee95910c5c1fe4d343a715eb6432822d073e53863","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:50:44.349048Z","signature_b64":"EgO4nh3ApNG1hSkB7IQQFB4lj0VrthL9CnpXcFzXFVQZAWowupz9cvw5LdbkGbU26KdzMd5s5RvRuxyZocpoAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"10b47c89f66cecabd162496ee95910c5c1fe4d343a715eb6432822d073e53863","last_reissued_at":"2026-07-05T05:50:44.348537Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:50:44.348537Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2207.11670","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:50:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aH1qxy3jhfveiSgoTNLpU438hysPT6uR+um2PUNtt+QDGPxY3svL64WIMoRpA7v28TlketowfiFipgXJI0bADA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:08:00.817005Z"},"content_sha256":"27471db43a2363d3d996d2c9d0a56140b24e24e471900b0344c1de989b825d95","schema_version":"1.0","event_id":"sha256:27471db43a2363d3d996d2c9d0a56140b24e24e471900b0344c1de989b825d95"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:CC2HZCPWNTWKXULCJFXOSWIQYX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Training Stronger Spiking Neural Networks with Biomimetic Adaptive Internal Association Neurons","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CV","cs.LG","q-bio.NC"],"primary_cat":"cs.NE","authors_text":"Haibo Shen, Juyu Xiao, Liangqi Zhang, Tianjiang Wang, Xiang Cao, Yihao Luo","submitted_at":"2022-07-24T06:12:23Z","abstract_excerpt":"As the third generation of neural networks, spiking neural networks (SNNs) are dedicated to exploring more insightful neural mechanisms to achieve near-biological intelligence. Intuitively, biomimetic mechanisms are crucial to understanding and improving SNNs. For example, the associative long-term potentiation (ALTP) phenomenon suggests that in addition to learning mechanisms between neurons, there are associative effects within neurons. However, most existing methods only focus on the former and lack exploration of the internal association effects. In this paper, we propose a novel Adaptive "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.11670","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2207.11670/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:50:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5yr1pjx1btf95KMX8jzhCaQ8m0GPFsgNx4WsMDRS3ckwfeC9iYvTSq/nfD5+PvATqfpIIVWFPjUgDPjxp0P6AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:08:00.817401Z"},"content_sha256":"50deb66949da39c9da6522e76ca5fb06878fc1e6e501bea28eb80e75d4ba4256","schema_version":"1.0","event_id":"sha256:50deb66949da39c9da6522e76ca5fb06878fc1e6e501bea28eb80e75d4ba4256"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/bundle.json","state_url":"https://pith.science/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-06T19:08:00Z","links":{"resolver":"https://pith.science/pith/CC2HZCPWNTWKXULCJFXOSWIQYX","bundle":"https://pith.science/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/bundle.json","state":"https://pith.science/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CC2HZCPWNTWKXULCJFXOSWIQYX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:CC2HZCPWNTWKXULCJFXOSWIQYX","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":"bdbf4bf24ccc8295471d01297e0de7a64a5755b9c1bd47e3881e867aa323a35c","cross_cats_sorted":["cs.CV","cs.LG","q-bio.NC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2022-07-24T06:12:23Z","title_canon_sha256":"7f82976523abe105effe994e1af3858f67aa6e7d1824a114beea1d8e292477a9"},"schema_version":"1.0","source":{"id":"2207.11670","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.11670","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"arxiv_version","alias_value":"2207.11670v2","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.11670","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_12","alias_value":"CC2HZCPWNTWK","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_16","alias_value":"CC2HZCPWNTWKXULC","created_at":"2026-07-05T05:50:44Z"},{"alias_kind":"pith_short_8","alias_value":"CC2HZCPW","created_at":"2026-07-05T05:50:44Z"}],"graph_snapshots":[{"event_id":"sha256:50deb66949da39c9da6522e76ca5fb06878fc1e6e501bea28eb80e75d4ba4256","target":"graph","created_at":"2026-07-05T05:50:44Z","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/2207.11670/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As the third generation of neural networks, spiking neural networks (SNNs) are dedicated to exploring more insightful neural mechanisms to achieve near-biological intelligence. Intuitively, biomimetic mechanisms are crucial to understanding and improving SNNs. For example, the associative long-term potentiation (ALTP) phenomenon suggests that in addition to learning mechanisms between neurons, there are associative effects within neurons. However, most existing methods only focus on the former and lack exploration of the internal association effects. In this paper, we propose a novel Adaptive ","authors_text":"Haibo Shen, Juyu Xiao, Liangqi Zhang, Tianjiang Wang, Xiang Cao, Yihao Luo","cross_cats":["cs.CV","cs.LG","q-bio.NC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2022-07-24T06:12:23Z","title":"Training Stronger Spiking Neural Networks with Biomimetic Adaptive Internal Association Neurons"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.11670","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":"sha256:27471db43a2363d3d996d2c9d0a56140b24e24e471900b0344c1de989b825d95","target":"record","created_at":"2026-07-05T05:50:44Z","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":"bdbf4bf24ccc8295471d01297e0de7a64a5755b9c1bd47e3881e867aa323a35c","cross_cats_sorted":["cs.CV","cs.LG","q-bio.NC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2022-07-24T06:12:23Z","title_canon_sha256":"7f82976523abe105effe994e1af3858f67aa6e7d1824a114beea1d8e292477a9"},"schema_version":"1.0","source":{"id":"2207.11670","kind":"arxiv","version":2}},"canonical_sha256":"10b47c89f66cecabd162496ee95910c5c1fe4d343a715eb6432822d073e53863","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"10b47c89f66cecabd162496ee95910c5c1fe4d343a715eb6432822d073e53863","first_computed_at":"2026-07-05T05:50:44.348537Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:50:44.348537Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EgO4nh3ApNG1hSkB7IQQFB4lj0VrthL9CnpXcFzXFVQZAWowupz9cvw5LdbkGbU26KdzMd5s5RvRuxyZocpoAA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:50:44.349048Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.11670","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:27471db43a2363d3d996d2c9d0a56140b24e24e471900b0344c1de989b825d95","sha256:50deb66949da39c9da6522e76ca5fb06878fc1e6e501bea28eb80e75d4ba4256"],"state_sha256":"1413a6e292ca40f4ae3740b109351384c7f204ae87faa3667563a66d13fe515b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"byg5ELNWrkWTY47s2asv/ijLkV5peiMZjTw/AQb30Xl8EZqCK/vcjtujCBDtRLygHJGBnrW2XEMsc2qwueU/Bw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T19:08:00.819464Z","bundle_sha256":"8970f2996f56f6b9891865310db52b03076f49f35db5d5ca529ec5582bcb8dea"}}