{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:WX3WFUQJLRIM2UMGWJ6JONS7YL","short_pith_number":"pith:WX3WFUQJ","canonical_record":{"source":{"id":"2405.13672","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-22T14:16:05Z","cross_cats_sorted":[],"title_canon_sha256":"7d3b756f5e81bacb7d5095b65b973f2d932dd30a7b6414837dcc548c320db7e7","abstract_canon_sha256":"260cd45d5d028b0cbf181ebda6fca53c052944205b3d392d0fe66625e4b55085"},"schema_version":"1.0"},"canonical_sha256":"b5f762d2095c50cd5186b27c97365fc2e189aa2350e9eddd74a6cc497cc4240f","source":{"kind":"arxiv","id":"2405.13672","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.13672","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"arxiv_version","alias_value":"2405.13672v2","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.13672","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_12","alias_value":"WX3WFUQJLRIM","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_16","alias_value":"WX3WFUQJLRIM2UMG","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_8","alias_value":"WX3WFUQJ","created_at":"2026-07-05T08:23:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:WX3WFUQJLRIM2UMGWJ6JONS7YL","target":"record","payload":{"canonical_record":{"source":{"id":"2405.13672","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-22T14:16:05Z","cross_cats_sorted":[],"title_canon_sha256":"7d3b756f5e81bacb7d5095b65b973f2d932dd30a7b6414837dcc548c320db7e7","abstract_canon_sha256":"260cd45d5d028b0cbf181ebda6fca53c052944205b3d392d0fe66625e4b55085"},"schema_version":"1.0"},"canonical_sha256":"b5f762d2095c50cd5186b27c97365fc2e189aa2350e9eddd74a6cc497cc4240f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:23:23.778388Z","signature_b64":"Rl5e4s6ddYqp3yVtVGrUWnwKhwOI20sraq9qTvA+DhVe7GGS3P95xnwQ39+BzJOKP//a6oHq0d6KK4qkWV3gAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b5f762d2095c50cd5186b27c97365fc2e189aa2350e9eddd74a6cc497cc4240f","last_reissued_at":"2026-07-05T08:23:23.777978Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:23:23.777978Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.13672","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":"2026-07-05T08:23:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XNg6Pbo+F9Pe95InLler/2LvWOpqZTTckg3RVa+Pjt9C645lvM17NdpSntVUfj1vlqSwk/3u0v4IETyN7puzBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T16:29:20.193730Z"},"content_sha256":"bdf446cdd7c405fcd554cfe313896bd4c3203b7be4df65882f3ff5fe96effcea","schema_version":"1.0","event_id":"sha256:bdf446cdd7c405fcd554cfe313896bd4c3203b7be4df65882f3ff5fe96effcea"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:WX3WFUQJLRIM2UMGWJ6JONS7YL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Advancing Spiking Neural Networks towards Multiscale Spatiotemporal Interaction Learning","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Haicheng Qu, Jason K. Eshraghian, Malu Zhang, Rui-Jie Zhu, Xuerui Qiu, Yimeng Shan","submitted_at":"2024-05-22T14:16:05Z","abstract_excerpt":"Recent advancements in neuroscience research have propelled the development of Spiking Neural Networks (SNNs), which not only have the potential to further advance neuroscience research but also serve as an energy-efficient alternative to Artificial Neural Networks (ANNs) due to their spike-driven characteristics. However, previous studies often neglected the multiscale information and its spatiotemporal correlation between event data, leading SNN models to approximate each frame of input events as static images. We hypothesize that this oversimplification significantly contributes to the perf"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.13672","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/2405.13672/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":"2026-07-05T08:23:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aVsrLR89UmcMrB2IYPT2/b4GmtMhQQ9ntrVhnuZkhVi2Sy784yRDkD+1Dn/Cw9IDKM4cLG3VpuUdjTUhMkxVAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T16:29:20.194228Z"},"content_sha256":"2a4e0faa037702166307587c920c3837d8f27114011f5544eafc816810c6a12d","schema_version":"1.0","event_id":"sha256:2a4e0faa037702166307587c920c3837d8f27114011f5544eafc816810c6a12d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/bundle.json","state_url":"https://pith.science/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/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":"2026-08-11T16:29:20Z","links":{"resolver":"https://pith.science/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL","bundle":"https://pith.science/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/bundle.json","state":"https://pith.science/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WX3WFUQJLRIM2UMGWJ6JONS7YL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WX3WFUQJLRIM2UMGWJ6JONS7YL","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":"260cd45d5d028b0cbf181ebda6fca53c052944205b3d392d0fe66625e4b55085","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-22T14:16:05Z","title_canon_sha256":"7d3b756f5e81bacb7d5095b65b973f2d932dd30a7b6414837dcc548c320db7e7"},"schema_version":"1.0","source":{"id":"2405.13672","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.13672","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"arxiv_version","alias_value":"2405.13672v2","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.13672","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_12","alias_value":"WX3WFUQJLRIM","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_16","alias_value":"WX3WFUQJLRIM2UMG","created_at":"2026-07-05T08:23:23Z"},{"alias_kind":"pith_short_8","alias_value":"WX3WFUQJ","created_at":"2026-07-05T08:23:23Z"}],"graph_snapshots":[{"event_id":"sha256:2a4e0faa037702166307587c920c3837d8f27114011f5544eafc816810c6a12d","target":"graph","created_at":"2026-07-05T08:23:23Z","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/2405.13672/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advancements in neuroscience research have propelled the development of Spiking Neural Networks (SNNs), which not only have the potential to further advance neuroscience research but also serve as an energy-efficient alternative to Artificial Neural Networks (ANNs) due to their spike-driven characteristics. However, previous studies often neglected the multiscale information and its spatiotemporal correlation between event data, leading SNN models to approximate each frame of input events as static images. We hypothesize that this oversimplification significantly contributes to the perf","authors_text":"Haicheng Qu, Jason K. Eshraghian, Malu Zhang, Rui-Jie Zhu, Xuerui Qiu, Yimeng Shan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-22T14:16:05Z","title":"Advancing Spiking Neural Networks towards Multiscale Spatiotemporal Interaction Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.13672","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:bdf446cdd7c405fcd554cfe313896bd4c3203b7be4df65882f3ff5fe96effcea","target":"record","created_at":"2026-07-05T08:23:23Z","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":"260cd45d5d028b0cbf181ebda6fca53c052944205b3d392d0fe66625e4b55085","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-22T14:16:05Z","title_canon_sha256":"7d3b756f5e81bacb7d5095b65b973f2d932dd30a7b6414837dcc548c320db7e7"},"schema_version":"1.0","source":{"id":"2405.13672","kind":"arxiv","version":2}},"canonical_sha256":"b5f762d2095c50cd5186b27c97365fc2e189aa2350e9eddd74a6cc497cc4240f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b5f762d2095c50cd5186b27c97365fc2e189aa2350e9eddd74a6cc497cc4240f","first_computed_at":"2026-07-05T08:23:23.777978Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:23:23.777978Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Rl5e4s6ddYqp3yVtVGrUWnwKhwOI20sraq9qTvA+DhVe7GGS3P95xnwQ39+BzJOKP//a6oHq0d6KK4qkWV3gAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:23:23.778388Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.13672","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bdf446cdd7c405fcd554cfe313896bd4c3203b7be4df65882f3ff5fe96effcea","sha256:2a4e0faa037702166307587c920c3837d8f27114011f5544eafc816810c6a12d"],"state_sha256":"51d129626c8ec9da15722ab989be6532028b23ea4d76807851c76918a987a076"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ijwPYyxwEFxTxk/k2ZBBj1fgWN/ulgvGOiNXbtSA7VctYlBkf5R/o/b7BwBUiaIVRe6rGJ0D8X0VqeNKWK9TDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T16:29:20.199001Z","bundle_sha256":"7e1938509facda049b01cb85b15d0207a5d60a0bdb40887a21a50628f10c9d98"}}