{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:C7HDW7KNEO5ROABJMQEWWNRSQB","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":"df1243f004f3feef1f2bb452c90a321f223db82272d1b921281a7908fada196c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-23T18:03:08Z","title_canon_sha256":"0f0add3d3844d1267de48ee78b5c2f08fe99f73584b474fe342b274359a21444"},"schema_version":"1.0","source":{"id":"1805.09354","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.09354","created_at":"2026-05-18T00:15:04Z"},{"alias_kind":"arxiv_version","alias_value":"1805.09354v1","created_at":"2026-05-18T00:15:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.09354","created_at":"2026-05-18T00:15:04Z"},{"alias_kind":"pith_short_12","alias_value":"C7HDW7KNEO5R","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"C7HDW7KNEO5ROABJ","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"C7HDW7KN","created_at":"2026-05-18T12:32:16Z"}],"graph_snapshots":[{"event_id":"sha256:23096b72bb6368b3163b00190ad845070345f2c9029073b34cb5fc42e4083ec8","target":"graph","created_at":"2026-05-18T00:15:04Z","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":"During the last years, there has been a lot of interest in achieving some kind of complex reasoning using deep neural networks. To do that, models like Memory Networks (MemNNs) have combined external memory storages and attention mechanisms. These architectures, however, lack of more complex reasoning mechanisms that could allow, for instance, relational reasoning. Relation Networks (RNs), on the other hand, have shown outstanding results in relational reasoning tasks. Unfortunately, their computational cost grows quadratically with the number of memories, something prohibitive for larger prob","authors_text":"H\\'ector Allende, H\\'ector Allende-Cid, Juan Pavez","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-23T18:03:08Z","title":"Working Memory Networks: Augmenting Memory Networks with a Relational Reasoning Module"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.09354","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":"sha256:9282e6f2f3ab92fc9602ad167ce5376576556d22f69f7a2126c68d8c6827e8c9","target":"record","created_at":"2026-05-18T00:15:04Z","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":"df1243f004f3feef1f2bb452c90a321f223db82272d1b921281a7908fada196c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-23T18:03:08Z","title_canon_sha256":"0f0add3d3844d1267de48ee78b5c2f08fe99f73584b474fe342b274359a21444"},"schema_version":"1.0","source":{"id":"1805.09354","kind":"arxiv","version":1}},"canonical_sha256":"17ce3b7d4d23bb17002964096b36328076d5d4b22023322dad645eb80cc56010","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"17ce3b7d4d23bb17002964096b36328076d5d4b22023322dad645eb80cc56010","first_computed_at":"2026-05-18T00:15:04.298959Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:15:04.298959Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UcrxhP0E0xVSy9uubRFsUDYiSxMcIZIv2BwHelHfsqA3Pdi+Aw61HeXPSxaeYIi0ClrCVYEFis9+mTjuosIiCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:15:04.299626Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.09354","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9282e6f2f3ab92fc9602ad167ce5376576556d22f69f7a2126c68d8c6827e8c9","sha256:23096b72bb6368b3163b00190ad845070345f2c9029073b34cb5fc42e4083ec8"],"state_sha256":"f6c3d758de93b0ec4db4cb9681e64aae1b1ffaa5b40a4b7ecbbaded372ab25d1"}