{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:23CLTQYX6HGGN3A4JAJNQLDJX3","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":"05881a3a7e979f28a9ba9376981d1a8eec7dcda8dd06e05c2875e6598683a31c","cross_cats_sorted":["physics.bio-ph","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-09-24T09:15:39Z","title_canon_sha256":"708243960a57b3e9ba761911d82ad03c52a2db5f04fdb7e04d10444cff012cea"},"schema_version":"1.0","source":{"id":"1709.08166","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.08166","created_at":"2026-05-18T00:33:06Z"},{"alias_kind":"arxiv_version","alias_value":"1709.08166v3","created_at":"2026-05-18T00:33:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.08166","created_at":"2026-05-18T00:33:06Z"},{"alias_kind":"pith_short_12","alias_value":"23CLTQYX6HGG","created_at":"2026-05-18T12:30:55Z"},{"alias_kind":"pith_short_16","alias_value":"23CLTQYX6HGGN3A4","created_at":"2026-05-18T12:30:55Z"},{"alias_kind":"pith_short_8","alias_value":"23CLTQYX","created_at":"2026-05-18T12:30:55Z"}],"graph_snapshots":[{"event_id":"sha256:54885a3bd1c4f8ccceee3830327c13d579e76c627c5cb75b932ef9d0cb5f0b47","target":"graph","created_at":"2026-05-18T00:33:06Z","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"},"paper":{"abstract_excerpt":"Spiking networks that perform probabilistic inference have been proposed both as models of cortical computation and as candidates for solving problems in machine learning. However, the evidence for spike-based computation being in any way superior to non-spiking alternatives remains scarce. We propose that short-term plasticity can provide spiking networks with distinct computational advantages compared to their classical counterparts. In this work, we use networks of leaky integrate-and-fire neurons that are trained to perform both discriminative and generative tasks in their forward and back","authors_text":"Ilja Bytschok, Johannes Schemmel, Karlheinz Meier, Luziwei Leng, Mihai A. Petrovici, Oliver Breitwieser, Roman Martel, Walter Senn","cross_cats":["physics.bio-ph","q-bio.NC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-09-24T09:15:39Z","title":"Spiking neurons with short-term synaptic plasticity form superior generative networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.08166","kind":"arxiv","version":3},"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:d10d8d4ad6933acb1afd162c1351f95c3726eec489811aca43729d22f2d2bac9","target":"record","created_at":"2026-05-18T00:33:06Z","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":"05881a3a7e979f28a9ba9376981d1a8eec7dcda8dd06e05c2875e6598683a31c","cross_cats_sorted":["physics.bio-ph","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-09-24T09:15:39Z","title_canon_sha256":"708243960a57b3e9ba761911d82ad03c52a2db5f04fdb7e04d10444cff012cea"},"schema_version":"1.0","source":{"id":"1709.08166","kind":"arxiv","version":3}},"canonical_sha256":"d6c4b9c317f1cc66ec1c4812d82c69bee8d0757647b9b7c1fa6243bc953382f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d6c4b9c317f1cc66ec1c4812d82c69bee8d0757647b9b7c1fa6243bc953382f8","first_computed_at":"2026-05-18T00:33:06.233596Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:33:06.233596Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"sxNqPSZVGhZ7uloLNaBW4BxmUcI3/+RpXIMtoSTjaxMyBhQ7KxwnWcUNb6DndQqSt/7wdGbyByhwqAK/2ANsAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:33:06.234205Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.08166","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d10d8d4ad6933acb1afd162c1351f95c3726eec489811aca43729d22f2d2bac9","sha256:54885a3bd1c4f8ccceee3830327c13d579e76c627c5cb75b932ef9d0cb5f0b47"],"state_sha256":"3787fdb46c5602ecb95bf72952c6ed66b9c4c23ed28273dad56e433c186fe46b"}