{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:FQAGOJRX2XASNLFVJ25BDYP5CL","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":"4927d22b3d514a8f754f9107b51a36c25e8444f7f1722ddde6820caaf7e34ed7","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-11T09:23:54Z","title_canon_sha256":"133e52c153263a4ab407742a4ec1294d1432bd243af450e5e668aedd36537fc0"},"schema_version":"1.0","source":{"id":"2311.06518","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.06518","created_at":"2026-07-05T07:11:41Z"},{"alias_kind":"arxiv_version","alias_value":"2311.06518v1","created_at":"2026-07-05T07:11:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.06518","created_at":"2026-07-05T07:11:41Z"},{"alias_kind":"pith_short_12","alias_value":"FQAGOJRX2XAS","created_at":"2026-07-05T07:11:41Z"},{"alias_kind":"pith_short_16","alias_value":"FQAGOJRX2XASNLFV","created_at":"2026-07-05T07:11:41Z"},{"alias_kind":"pith_short_8","alias_value":"FQAGOJRX","created_at":"2026-07-05T07:11:41Z"}],"graph_snapshots":[{"event_id":"sha256:39c87b7d26c1539944f4dfba9959ca9d51355f2b7b0c1921bf863c54b4523dfa","target":"graph","created_at":"2026-07-05T07:11:41Z","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/2311.06518/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Associative memory architectures are designed for memorization but also offer, through their retrieval method, a form of generalization to unseen inputs: stored memories can be seen as prototypes from this point of view. Focusing on Modern Hopfield Networks (MHN), we show that a large memorization capacity undermines the generalization opportunity. We offer a solution to better optimize this tradeoff. It relies on Minimum Description Length (MDL) to determine during training which memories to store, as well as how many of them.","authors_text":"Emmanuel Chemla, Matan Abudy, Nur Lan, Roni Katzir","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-11T09:23:54Z","title":"Minimum Description Length Hopfield Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.06518","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:f545a5cb852485bc14c53f79d10191968032ac1758ce60d9df2b79dfd5284d4e","target":"record","created_at":"2026-07-05T07:11:41Z","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":"4927d22b3d514a8f754f9107b51a36c25e8444f7f1722ddde6820caaf7e34ed7","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-11-11T09:23:54Z","title_canon_sha256":"133e52c153263a4ab407742a4ec1294d1432bd243af450e5e668aedd36537fc0"},"schema_version":"1.0","source":{"id":"2311.06518","kind":"arxiv","version":1}},"canonical_sha256":"2c00672637d5c126acb54eba11e1fd12ddc87962bd5ec77e93a1691ab8531f06","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2c00672637d5c126acb54eba11e1fd12ddc87962bd5ec77e93a1691ab8531f06","first_computed_at":"2026-07-05T07:11:41.302901Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:11:41.302901Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kbxcWRu9PKJqyNBjUiEAnuVxcPsrd8LrZ2YndQIPwPcVlJ6Hgwe5lCFIANNxTcpTsePC6mmTGs9vBLdsiRGFAA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:11:41.303524Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.06518","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f545a5cb852485bc14c53f79d10191968032ac1758ce60d9df2b79dfd5284d4e","sha256:39c87b7d26c1539944f4dfba9959ca9d51355f2b7b0c1921bf863c54b4523dfa"],"state_sha256":"2c8fe4c495af0d47da9873d24876e44643aa5995884e937a485cdc1fa88cea37"}