{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:54DWIFDRXSMYYABU3VXWI62UPN","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":"24709ea776dc66de4ec0bcf080dc9e5cb4c7e9ee677b81b07e72abc37ae198a8","cross_cats_sorted":["eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2024-07-18T14:06:07Z","title_canon_sha256":"9c08383626a82bfb7f85ed76025386ad50d6877efbf7ee56b594f879c27da34d"},"schema_version":"1.0","source":{"id":"2407.13534","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.13534","created_at":"2026-07-05T08:45:40Z"},{"alias_kind":"arxiv_version","alias_value":"2407.13534v1","created_at":"2026-07-05T08:45:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.13534","created_at":"2026-07-05T08:45:40Z"},{"alias_kind":"pith_short_12","alias_value":"54DWIFDRXSMY","created_at":"2026-07-05T08:45:40Z"},{"alias_kind":"pith_short_16","alias_value":"54DWIFDRXSMYYABU","created_at":"2026-07-05T08:45:40Z"},{"alias_kind":"pith_short_8","alias_value":"54DWIFDR","created_at":"2026-07-05T08:45:40Z"}],"graph_snapshots":[{"event_id":"sha256:4ab69f0c990c2050698ba06c257cfadddc6457dccc29cc7fe3c1ff46dbb6f257","target":"graph","created_at":"2026-07-05T08:45:40Z","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/2407.13534/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Thanks to their parallel and sparse activity features, recurrent neural networks (RNNs) are well-suited for hardware implementation in low-power neuromorphic hardware. However, mapping rate-based RNNs to hardware-compatible spiking neural networks (SNNs) remains challenging. Here, we present a ${\\Sigma}{\\Delta}$-low-pass RNN (lpRNN): an RNN architecture employing an adaptive spiking neuron model that encodes signals using ${\\Sigma}{\\Delta}$-modulation and enables precise mapping. The ${\\Sigma}{\\Delta}$-neuron communicates analog values using spike timing, and the dynamics of the lpRNN are set ","authors_text":"Alpha Renner, Gauthier Boeshertz, Giacomo Indiveri, Manu Nair","cross_cats":["eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2024-07-18T14:06:07Z","title":"Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.13534","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:d3c93f6c3b23345b982e143bc2e2eb7eeb496871c1b4778f1ce09332c5735854","target":"record","created_at":"2026-07-05T08:45:40Z","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":"24709ea776dc66de4ec0bcf080dc9e5cb4c7e9ee677b81b07e72abc37ae198a8","cross_cats_sorted":["eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2024-07-18T14:06:07Z","title_canon_sha256":"9c08383626a82bfb7f85ed76025386ad50d6877efbf7ee56b594f879c27da34d"},"schema_version":"1.0","source":{"id":"2407.13534","kind":"arxiv","version":1}},"canonical_sha256":"ef07641471bc998c0034dd6f647b547b7358ff609a892c627e3f802c2ff92a24","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ef07641471bc998c0034dd6f647b547b7358ff609a892c627e3f802c2ff92a24","first_computed_at":"2026-07-05T08:45:40.424288Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:45:40.424288Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3LJ8nGp+HVHGFwf8ve0qvuOsdXpRlYMb228Ox4tPcPtmGdBqJ5yzDQlZKFKEjIcxivHkAkPHYUEjRFFFYAkPDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:45:40.424809Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.13534","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d3c93f6c3b23345b982e143bc2e2eb7eeb496871c1b4778f1ce09332c5735854","sha256:4ab69f0c990c2050698ba06c257cfadddc6457dccc29cc7fe3c1ff46dbb6f257"],"state_sha256":"07ee4e93c1c36c3e7a8f15678ceebee946fff71558bca4264136ce30e6e421cc"}