{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:UJUEWTZYM4ALDW3LWXALC7E3MO","short_pith_number":"pith:UJUEWTZY","schema_version":"1.0","canonical_sha256":"a2684b4f386700b1db6bb5c0b17c9b63a7ce914d29a3dd2136b1b065c89e356a","source":{"kind":"arxiv","id":"2406.07775","version":3},"attestation_state":"computed","paper":{"title":"Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"David B. Phillips, George S.D. Gordon, Robert J. Kilpatrick, Yijie Zheng","submitted_at":"2024-06-11T23:51:06Z","abstract_excerpt":"Multimode optical fibres are hair-thin strands of glass that efficiently transport light. They promise next-generation medical endoscopes that provide unprecedented sub-cellular image resolution deep inside the body. However, confining light to such fibres means that images are inherently scrambled in transit. Conventionally, this scrambling has been compensated by pre-calibrating how a specific fibre scrambles light and solving a stationary linear matrix equation that represents a physical model of the fibre. However, as the technology develops towards real-world deployment, the unscrambling "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2406.07775","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-11T23:51:06Z","cross_cats_sorted":[],"title_canon_sha256":"e50c2dc6d4b67afae1476583cadb7dd858f93847e5632898815a3be8f0e395f9","abstract_canon_sha256":"62fed32eeb771c37184ebaf8bb006172f0c34bb66874528abc8a9a5cac15b120"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-19T16:12:44.388444Z","signature_b64":"F9MPFOdcwHLI2UoY1iu15+dtxvEkpAJ/7Z32GZCmzY0dM/nyBI6X1VU7tk/X0kCXir0tzi+doAbq+u0fWaP1Ag==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a2684b4f386700b1db6bb5c0b17c9b63a7ce914d29a3dd2136b1b065c89e356a","last_reissued_at":"2026-06-19T16:12:44.388046Z","signature_status":"signed_v1","first_computed_at":"2026-06-19T16:12:44.388046Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"David B. Phillips, George S.D. Gordon, Robert J. Kilpatrick, Yijie Zheng","submitted_at":"2024-06-11T23:51:06Z","abstract_excerpt":"Multimode optical fibres are hair-thin strands of glass that efficiently transport light. They promise next-generation medical endoscopes that provide unprecedented sub-cellular image resolution deep inside the body. However, confining light to such fibres means that images are inherently scrambled in transit. Conventionally, this scrambling has been compensated by pre-calibrating how a specific fibre scrambles light and solving a stationary linear matrix equation that represents a physical model of the fibre. However, as the technology develops towards real-world deployment, the unscrambling "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.07775","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2406.07775/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2406.07775","created_at":"2026-06-19T16:12:44.388101+00:00"},{"alias_kind":"arxiv_version","alias_value":"2406.07775v3","created_at":"2026-06-19T16:12:44.388101+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.07775","created_at":"2026-06-19T16:12:44.388101+00:00"},{"alias_kind":"pith_short_12","alias_value":"UJUEWTZYM4AL","created_at":"2026-06-19T16:12:44.388101+00:00"},{"alias_kind":"pith_short_16","alias_value":"UJUEWTZYM4ALDW3L","created_at":"2026-06-19T16:12:44.388101+00:00"},{"alias_kind":"pith_short_8","alias_value":"UJUEWTZY","created_at":"2026-06-19T16:12:44.388101+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO","json":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO.json","graph_json":"https://pith.science/api/pith-number/UJUEWTZYM4ALDW3LWXALC7E3MO/graph.json","events_json":"https://pith.science/api/pith-number/UJUEWTZYM4ALDW3LWXALC7E3MO/events.json","paper":"https://pith.science/paper/UJUEWTZY"},"agent_actions":{"view_html":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO","download_json":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO.json","view_paper":"https://pith.science/paper/UJUEWTZY","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2406.07775&json=true","fetch_graph":"https://pith.science/api/pith-number/UJUEWTZYM4ALDW3LWXALC7E3MO/graph.json","fetch_events":"https://pith.science/api/pith-number/UJUEWTZYM4ALDW3LWXALC7E3MO/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO/action/timestamp_anchor","attest_storage":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO/action/storage_attestation","attest_author":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO/action/author_attestation","sign_citation":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO/action/citation_signature","submit_replication":"https://pith.science/pith/UJUEWTZYM4ALDW3LWXALC7E3MO/action/replication_record"}},"created_at":"2026-06-19T16:12:44.388101+00:00","updated_at":"2026-06-19T16:12:44.388101+00:00"}