{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:U2PCG53F4VH2Q2V3IK7S5DGOVD","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":"3da10834084689a1f39756af27eb100b0b645a7ce6cd6a3756e0b22d136b915f","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-05-04T19:30:43Z","title_canon_sha256":"86e2fb707ee002d69c0fd7b9ea84900143e2b4b338c5513482afe20c62f833fc"},"schema_version":"1.0","source":{"id":"2005.01807","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2005.01807","created_at":"2026-07-05T01:00:19Z"},{"alias_kind":"arxiv_version","alias_value":"2005.01807v1","created_at":"2026-07-05T01:00:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2005.01807","created_at":"2026-07-05T01:00:19Z"},{"alias_kind":"pith_short_12","alias_value":"U2PCG53F4VH2","created_at":"2026-07-05T01:00:19Z"},{"alias_kind":"pith_short_16","alias_value":"U2PCG53F4VH2Q2V3","created_at":"2026-07-05T01:00:19Z"},{"alias_kind":"pith_short_8","alias_value":"U2PCG53F","created_at":"2026-07-05T01:00:19Z"}],"graph_snapshots":[{"event_id":"sha256:e7ab190bd6aa1699a09884f35f63ec27cf7c7fc40bfe3673296470b3e07a111f","target":"graph","created_at":"2026-07-05T01:00:19Z","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/2005.01807/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Spiking Neural Networks (SNNs) operate with asynchronous discrete events (or spikes) which can potentially lead to higher energy-efficiency in neuromorphic hardware implementations. Many works have shown that an SNN for inference can be formed by copying the weights from a trained Artificial Neural Network (ANN) and setting the firing threshold for each layer as the maximum input received in that layer. These type of converted SNNs require a large number of time steps to achieve competitive accuracy which diminishes the energy savings. The number of time steps can be reduced by training SNNs w","authors_text":"Gopalakrishnan Srinivasan, Kaushik Roy, Nitin Rathi, Priyadarshini Panda","cross_cats":["cs.CV","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-05-04T19:30:43Z","title":"Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2005.01807","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":"sha256:9cf34500fdda58f93e87344e60650457b6b05fcce089787ad24ca6e6b4558870","target":"record","created_at":"2026-07-05T01:00:19Z","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":"3da10834084689a1f39756af27eb100b0b645a7ce6cd6a3756e0b22d136b915f","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-05-04T19:30:43Z","title_canon_sha256":"86e2fb707ee002d69c0fd7b9ea84900143e2b4b338c5513482afe20c62f833fc"},"schema_version":"1.0","source":{"id":"2005.01807","kind":"arxiv","version":1}},"canonical_sha256":"a69e237765e54fa86abb42bf2e8ccea8fd996d486dbd044f9f492fb7717b791d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a69e237765e54fa86abb42bf2e8ccea8fd996d486dbd044f9f492fb7717b791d","first_computed_at":"2026-07-05T01:00:19.815956Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:00:19.815956Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AbmKUZJYnulHITHxkv2QKyN/vfP2o11fBl8cmuG63nwgzWVfydKv1rTFXf9ZC+oRvKjmBgH6YnNvpRuM+nxiDw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:00:19.816490Z","signed_message":"canonical_sha256_bytes"},"source_id":"2005.01807","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9cf34500fdda58f93e87344e60650457b6b05fcce089787ad24ca6e6b4558870","sha256:e7ab190bd6aa1699a09884f35f63ec27cf7c7fc40bfe3673296470b3e07a111f"],"state_sha256":"c85379c5553019b79c471ca194bd697a0eab309030dcf3773c67849e44e2f2df"}