{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2014:B32QNVWR3DXG3JJY3R5NHHW7GN","short_pith_number":"pith:B32QNVWR","canonical_record":{"source":{"id":"1408.6949","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2014-08-29T08:22:25Z","cross_cats_sorted":["cs.ET"],"title_canon_sha256":"427c382f41d0ceb4a95397cc5b85eac557c7c0da341c0a2ecc701f4d85eb4114","abstract_canon_sha256":"214218642f8e52acc9b46df267dc87ebc59bf1d4f07a926d915284ce42d5a973"},"schema_version":"1.0"},"canonical_sha256":"0ef506d6d1d8ee6da538dc7ad39edf335460775ed7011fca78a6aa03aa82b1db","source":{"kind":"arxiv","id":"1408.6949","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1408.6949","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"arxiv_version","alias_value":"1408.6949v3","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1408.6949","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"pith_short_12","alias_value":"B32QNVWR3DXG","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_16","alias_value":"B32QNVWR3DXG3JJY","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_8","alias_value":"B32QNVWR","created_at":"2026-05-18T12:28:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2014:B32QNVWR3DXG3JJY3R5NHHW7GN","target":"record","payload":{"canonical_record":{"source":{"id":"1408.6949","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2014-08-29T08:22:25Z","cross_cats_sorted":["cs.ET"],"title_canon_sha256":"427c382f41d0ceb4a95397cc5b85eac557c7c0da341c0a2ecc701f4d85eb4114","abstract_canon_sha256":"214218642f8e52acc9b46df267dc87ebc59bf1d4f07a926d915284ce42d5a973"},"schema_version":"1.0"},"canonical_sha256":"0ef506d6d1d8ee6da538dc7ad39edf335460775ed7011fca78a6aa03aa82b1db","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:42:11.955392Z","signature_b64":"L+w8iV0tc7ZZCmel3uPjOuJNZeF/fUUXwvLwvBFgpHMg3isnJCvZQLi7WUUVRibaLJg9nyC7nahglngq/hxsDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0ef506d6d1d8ee6da538dc7ad39edf335460775ed7011fca78a6aa03aa82b1db","last_reissued_at":"2026-05-18T01:42:11.954737Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:42:11.954737Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1408.6949","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T01:42:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SSiQCEG7acJ1KcJLSN16iHDWhoc1UcQuQgP4vN8/TxouvuZet49BEaIYnheTEICqOz9e4r5DRFLAZjNkFhLwBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-24T14:54:09.056804Z"},"content_sha256":"59821802d1a09eb0c8cf323221a45f105927ed938c8f7569f8dde4f37be82d7c","schema_version":"1.0","event_id":"sha256:59821802d1a09eb0c8cf323221a45f105927ed938c8f7569f8dde4f37be82d7c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2014:B32QNVWR3DXG3JJY3R5NHHW7GN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Perceptrons with Hebbian learning based on wave ensembles in plastic potentials","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.ET"],"primary_cat":"cond-mat.dis-nn","authors_text":"T. C. H. Liew, T. Espinosa-Ortega","submitted_at":"2014-08-29T08:22:25Z","abstract_excerpt":"A general scheme to realize a perceptron for hardware neural networks is presented, where multiple interconnections are achieved by a superposition of Schrodinger waves. Spatially patterned potentials process information by coupling different points of reciprocal space. The necessary potential shape is obtained from the Hebbian learning rule, either through exact calculation or construction from a superposition of known optical inputs. This allows implementation in a wide range of compact optical systems, including: 1) any non-linear optical system; 2) optical systems patterned by optical lith"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1408.6949","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T01:42:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"17rQIXrTIFdSu/uCtqxCaAw3niFo4M798/D42O5nYnIxKWkK1YiPTV5C4dNnUlZJYxI2Ch2ipQd3ySAEhH0uDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-24T14:54:09.057150Z"},"content_sha256":"fc868d49cc0378e3dd1251971a8070cc145ccd57fcae1932d35d318de61a71eb","schema_version":"1.0","event_id":"sha256:fc868d49cc0378e3dd1251971a8070cc145ccd57fcae1932d35d318de61a71eb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/bundle.json","state_url":"https://pith.science/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-24T14:54:09Z","links":{"resolver":"https://pith.science/pith/B32QNVWR3DXG3JJY3R5NHHW7GN","bundle":"https://pith.science/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/bundle.json","state":"https://pith.science/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/B32QNVWR3DXG3JJY3R5NHHW7GN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:B32QNVWR3DXG3JJY3R5NHHW7GN","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":"214218642f8e52acc9b46df267dc87ebc59bf1d4f07a926d915284ce42d5a973","cross_cats_sorted":["cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2014-08-29T08:22:25Z","title_canon_sha256":"427c382f41d0ceb4a95397cc5b85eac557c7c0da341c0a2ecc701f4d85eb4114"},"schema_version":"1.0","source":{"id":"1408.6949","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1408.6949","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"arxiv_version","alias_value":"1408.6949v3","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1408.6949","created_at":"2026-05-18T01:42:11Z"},{"alias_kind":"pith_short_12","alias_value":"B32QNVWR3DXG","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_16","alias_value":"B32QNVWR3DXG3JJY","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_8","alias_value":"B32QNVWR","created_at":"2026-05-18T12:28:19Z"}],"graph_snapshots":[{"event_id":"sha256:fc868d49cc0378e3dd1251971a8070cc145ccd57fcae1932d35d318de61a71eb","target":"graph","created_at":"2026-05-18T01:42:11Z","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":"A general scheme to realize a perceptron for hardware neural networks is presented, where multiple interconnections are achieved by a superposition of Schrodinger waves. Spatially patterned potentials process information by coupling different points of reciprocal space. The necessary potential shape is obtained from the Hebbian learning rule, either through exact calculation or construction from a superposition of known optical inputs. This allows implementation in a wide range of compact optical systems, including: 1) any non-linear optical system; 2) optical systems patterned by optical lith","authors_text":"T. C. H. Liew, T. Espinosa-Ortega","cross_cats":["cs.ET"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2014-08-29T08:22:25Z","title":"Perceptrons with Hebbian learning based on wave ensembles in plastic potentials"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1408.6949","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":"sha256:59821802d1a09eb0c8cf323221a45f105927ed938c8f7569f8dde4f37be82d7c","target":"record","created_at":"2026-05-18T01:42:11Z","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":"214218642f8e52acc9b46df267dc87ebc59bf1d4f07a926d915284ce42d5a973","cross_cats_sorted":["cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2014-08-29T08:22:25Z","title_canon_sha256":"427c382f41d0ceb4a95397cc5b85eac557c7c0da341c0a2ecc701f4d85eb4114"},"schema_version":"1.0","source":{"id":"1408.6949","kind":"arxiv","version":3}},"canonical_sha256":"0ef506d6d1d8ee6da538dc7ad39edf335460775ed7011fca78a6aa03aa82b1db","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0ef506d6d1d8ee6da538dc7ad39edf335460775ed7011fca78a6aa03aa82b1db","first_computed_at":"2026-05-18T01:42:11.954737Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:42:11.954737Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"L+w8iV0tc7ZZCmel3uPjOuJNZeF/fUUXwvLwvBFgpHMg3isnJCvZQLi7WUUVRibaLJg9nyC7nahglngq/hxsDw==","signature_status":"signed_v1","signed_at":"2026-05-18T01:42:11.955392Z","signed_message":"canonical_sha256_bytes"},"source_id":"1408.6949","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:59821802d1a09eb0c8cf323221a45f105927ed938c8f7569f8dde4f37be82d7c","sha256:fc868d49cc0378e3dd1251971a8070cc145ccd57fcae1932d35d318de61a71eb"],"state_sha256":"4fa9de8f489095538e0e78e26534789dc7d45958de27b0550a96d727b7ffa170"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ptFRtpaoz1XWinmPGm6VbM9jpDvRudCCXgQc0+Z7XX1kCrpzkF931L+fxjgqfe6tgD9GckYXExAGk6A+96Y1Dg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-24T14:54:09.059359Z","bundle_sha256":"e04ae2cd452b1889ae731fcc299015536724efd1ff5fe8994895aca14ccfaed2"}}