{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:KHZOB5RFJNP5OBVPOXB2RU6LU2","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":"b6ea2044effdd0c47a8ef06b6e1211657f79927c56f81e6e7639c595d695e500","cross_cats_sorted":["cs.AI","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-11T13:27:36Z","title_canon_sha256":"bfcdd8c0e5c24bef4ba472944b25acbe6dc8c4d1b10c3624a59a82cb844a0ea9"},"schema_version":"1.0","source":{"id":"1809.03864","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.03864","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"arxiv_version","alias_value":"1809.03864v1","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.03864","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"pith_short_12","alias_value":"KHZOB5RFJNP5","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_16","alias_value":"KHZOB5RFJNP5OBVP","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_8","alias_value":"KHZOB5RF","created_at":"2026-05-18T12:32:33Z"}],"graph_snapshots":[{"event_id":"sha256:8330da9d5fd1e221665c35f9cd5cfe636c3826d4d41d81cbfe6cf956648d2c62","target":"graph","created_at":"2026-05-18T00:05:57Z","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":"In this paper, we introduce a novel method to interpret recurrent neural networks (RNNs), particularly long short-term memory networks (LSTMs) at the cellular level. We propose a systematic pipeline for interpreting individual hidden state dynamics within the network using response characterization methods. The ranked contribution of individual cells to the network's output is computed by analyzing a set of interpretable metrics of their decoupled step and sinusoidal responses. As a result, our method is able to uniquely identify neurons with insightful dynamics, quantify relationships between","authors_text":"Alexander Amini, Daniela Rus, Felix Naser, Mathias Lechner, Radu Grosu, Ramin M. Hasani","cross_cats":["cs.AI","cs.NE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-11T13:27:36Z","title":"Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.03864","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":"sha256:5683a0bfff4db526c23215655925c0d7e2f3d57488f1706f5fe8dcd940e57c07","target":"record","created_at":"2026-05-18T00:05:57Z","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":"b6ea2044effdd0c47a8ef06b6e1211657f79927c56f81e6e7639c595d695e500","cross_cats_sorted":["cs.AI","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-11T13:27:36Z","title_canon_sha256":"bfcdd8c0e5c24bef4ba472944b25acbe6dc8c4d1b10c3624a59a82cb844a0ea9"},"schema_version":"1.0","source":{"id":"1809.03864","kind":"arxiv","version":1}},"canonical_sha256":"51f2e0f6254b5fd706af75c3a8d3cba6a9d3c9825d29f9b7389831030b12f1a8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"51f2e0f6254b5fd706af75c3a8d3cba6a9d3c9825d29f9b7389831030b12f1a8","first_computed_at":"2026-05-18T00:05:57.900370Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:05:57.900370Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1ck0B6o6YuFeXBTOcaXSO63o0d/4yqfznckLIm7P63jaiyNPLGGTDeyVn9dluoCnD3TgZP1SSazNJaF0aGAnBA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:05:57.900836Z","signed_message":"canonical_sha256_bytes"},"source_id":"1809.03864","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5683a0bfff4db526c23215655925c0d7e2f3d57488f1706f5fe8dcd940e57c07","sha256:8330da9d5fd1e221665c35f9cd5cfe636c3826d4d41d81cbfe6cf956648d2c62"],"state_sha256":"39ba5915f9218f4cfeeac96c7235efa1b35b5fb6f681d48870460c81df176d2a"}