{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:D2NNJNUN46HGLIAFCXZ7WZCJ2L","short_pith_number":"pith:D2NNJNUN","canonical_record":{"source":{"id":"2510.09379","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-10T13:35:21Z","cross_cats_sorted":["cs.AI","cs.SY","eess.SY"],"title_canon_sha256":"2452726634961bbf3700d161a56ccc562512ef9a8b90ec1c28ca2af80bda77d9","abstract_canon_sha256":"855cc0a8a64def5359da966156d16db324f0736c0afd7a8e08f1e7db6b6e8a67"},"schema_version":"1.0"},"canonical_sha256":"1e9ad4b68de78e65a00515f3fb6449d2f538673987f3197d7b4f891af0700964","source":{"kind":"arxiv","id":"2510.09379","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.09379","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"arxiv_version","alias_value":"2510.09379v2","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.09379","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_12","alias_value":"D2NNJNUN46HG","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_16","alias_value":"D2NNJNUN46HGLIAF","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_8","alias_value":"D2NNJNUN","created_at":"2026-08-04T00:35:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:D2NNJNUN46HGLIAFCXZ7WZCJ2L","target":"record","payload":{"canonical_record":{"source":{"id":"2510.09379","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-10T13:35:21Z","cross_cats_sorted":["cs.AI","cs.SY","eess.SY"],"title_canon_sha256":"2452726634961bbf3700d161a56ccc562512ef9a8b90ec1c28ca2af80bda77d9","abstract_canon_sha256":"855cc0a8a64def5359da966156d16db324f0736c0afd7a8e08f1e7db6b6e8a67"},"schema_version":"1.0"},"canonical_sha256":"1e9ad4b68de78e65a00515f3fb6449d2f538673987f3197d7b4f891af0700964","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-08-04T00:35:59.288355Z","signature_b64":"hax9bs5fyaqTYmgoQddZx8iOBNMnltO4rLp54+dMfpD3Wyc684O3F9SWuKL2Zqrtav9X4mHSGGV+tCyVohBzCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1e9ad4b68de78e65a00515f3fb6449d2f538673987f3197d7b4f891af0700964","last_reissued_at":"2026-08-04T00:35:59.286871Z","signature_status":"signed_v1","first_computed_at":"2026-08-04T00:35:59.286871Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2510.09379","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-08-04T00:35:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tVsEK4/TGf5m8OYO60WvnHNQEu0wW5LBKCi8oq9H2ln6dpOXwX+ruKBQsWXuttz0e+kOOffwpL6NwC0AyysuCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T12:34:26.246997Z"},"content_sha256":"eb8d7b64652ed5635c9af0f73d0aa4d3a87151cd74ae49cc3fbc967c961662fb","schema_version":"1.0","event_id":"sha256:eb8d7b64652ed5635c9af0f73d0aa4d3a87151cd74ae49cc3fbc967c961662fb"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:D2NNJNUN46HGLIAFCXZ7WZCJ2L","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Eigenvalues as a Metric for Memory Dynamics in Sequence Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.SY","eess.SY"],"primary_cat":"cs.LG","authors_text":"Alexandre Didier, Jelena Trisovic, Jerome Sieber, Melanie N. Zeilinger, Rahel Rickenbach","submitted_at":"2025-10-10T13:35:21Z","abstract_excerpt":"While softmax attention drives state-of-the-art performance in sequence modeling, its quadratic complexity motivates linear alternatives such as state space models (SSMs). Structural differences between the two model classes, however, hinder direct comparisons of their memory dynamics, creating the need for a common metric to analyze, interpret, and improve their information processing capabilities. Inspired by recent advances in SSM performance driven by eigenvalue-guided insights, we leverage the dynamical systems framework to bring attention models into a unified analytical framework with S"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.09379","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2510.09379/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-08-04T00:35:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9WYsqch4N0TNOnhaB6CYO04YJi+aQG3aFWssRLir3OlxX9lZek0NyF0hR+zcShorkXEBs6Bu+jmlgKcWJLA1Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T12:34:26.247495Z"},"content_sha256":"cf3aecfcd489dd5cde1837f562d2722e35ceb1bdbb0a8718128c5b252c916a7d","schema_version":"1.0","event_id":"sha256:cf3aecfcd489dd5cde1837f562d2722e35ceb1bdbb0a8718128c5b252c916a7d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/bundle.json","state_url":"https://pith.science/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/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":"2026-08-05T12:34:26Z","links":{"resolver":"https://pith.science/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L","bundle":"https://pith.science/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/bundle.json","state":"https://pith.science/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/state.json","well_known_bundle":"https://pith.science/.well-known/pith/D2NNJNUN46HGLIAFCXZ7WZCJ2L/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:D2NNJNUN46HGLIAFCXZ7WZCJ2L","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":"855cc0a8a64def5359da966156d16db324f0736c0afd7a8e08f1e7db6b6e8a67","cross_cats_sorted":["cs.AI","cs.SY","eess.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-10T13:35:21Z","title_canon_sha256":"2452726634961bbf3700d161a56ccc562512ef9a8b90ec1c28ca2af80bda77d9"},"schema_version":"1.0","source":{"id":"2510.09379","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.09379","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"arxiv_version","alias_value":"2510.09379v2","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.09379","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_12","alias_value":"D2NNJNUN46HG","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_16","alias_value":"D2NNJNUN46HGLIAF","created_at":"2026-08-04T00:35:59Z"},{"alias_kind":"pith_short_8","alias_value":"D2NNJNUN","created_at":"2026-08-04T00:35:59Z"}],"graph_snapshots":[{"event_id":"sha256:cf3aecfcd489dd5cde1837f562d2722e35ceb1bdbb0a8718128c5b252c916a7d","target":"graph","created_at":"2026-08-04T00:35:59Z","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/2510.09379/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While softmax attention drives state-of-the-art performance in sequence modeling, its quadratic complexity motivates linear alternatives such as state space models (SSMs). Structural differences between the two model classes, however, hinder direct comparisons of their memory dynamics, creating the need for a common metric to analyze, interpret, and improve their information processing capabilities. Inspired by recent advances in SSM performance driven by eigenvalue-guided insights, we leverage the dynamical systems framework to bring attention models into a unified analytical framework with S","authors_text":"Alexandre Didier, Jelena Trisovic, Jerome Sieber, Melanie N. Zeilinger, Rahel Rickenbach","cross_cats":["cs.AI","cs.SY","eess.SY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-10T13:35:21Z","title":"Eigenvalues as a Metric for Memory Dynamics in Sequence Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.09379","kind":"arxiv","version":2},"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:eb8d7b64652ed5635c9af0f73d0aa4d3a87151cd74ae49cc3fbc967c961662fb","target":"record","created_at":"2026-08-04T00:35:59Z","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":"855cc0a8a64def5359da966156d16db324f0736c0afd7a8e08f1e7db6b6e8a67","cross_cats_sorted":["cs.AI","cs.SY","eess.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-10-10T13:35:21Z","title_canon_sha256":"2452726634961bbf3700d161a56ccc562512ef9a8b90ec1c28ca2af80bda77d9"},"schema_version":"1.0","source":{"id":"2510.09379","kind":"arxiv","version":2}},"canonical_sha256":"1e9ad4b68de78e65a00515f3fb6449d2f538673987f3197d7b4f891af0700964","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1e9ad4b68de78e65a00515f3fb6449d2f538673987f3197d7b4f891af0700964","first_computed_at":"2026-08-04T00:35:59.286871Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-04T00:35:59.286871Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hax9bs5fyaqTYmgoQddZx8iOBNMnltO4rLp54+dMfpD3Wyc684O3F9SWuKL2Zqrtav9X4mHSGGV+tCyVohBzCA==","signature_status":"signed_v1","signed_at":"2026-08-04T00:35:59.288355Z","signed_message":"canonical_sha256_bytes"},"source_id":"2510.09379","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:eb8d7b64652ed5635c9af0f73d0aa4d3a87151cd74ae49cc3fbc967c961662fb","sha256:cf3aecfcd489dd5cde1837f562d2722e35ceb1bdbb0a8718128c5b252c916a7d"],"state_sha256":"591af93a4a74e4491cf119fe78bebb06c9045296ff5e41f60570d3dc21dfbd64"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yofiLxpamOjIcFAIT7emTSaNnA4oMRYJlxze0KO3J/5AC4rtvBWwv2eG9eUmZWrl16QeXSKucC935tG3LE4RCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T12:34:26.251274Z","bundle_sha256":"c2ff1b681248621a5bbed0cb6d153d0b65aeb4de7ba664b6d94a9cf83de82773"}}