{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:E7GYYWGXM7NDLQ3G2IH3G5K5NF","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":"21d1634b603b910c0414aaa0a35401cd23ba203e81430eec95f208bc5d14adbf","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-01T03:12:18Z","title_canon_sha256":"64b33e7927c09b1c8fe950daf3de74cbc223863f033ebdc4acd57096768a6ca6"},"schema_version":"1.0","source":{"id":"2501.00709","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.00709","created_at":"2026-07-05T10:03:50Z"},{"alias_kind":"arxiv_version","alias_value":"2501.00709v3","created_at":"2026-07-05T10:03:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.00709","created_at":"2026-07-05T10:03:50Z"},{"alias_kind":"pith_short_12","alias_value":"E7GYYWGXM7ND","created_at":"2026-07-05T10:03:50Z"},{"alias_kind":"pith_short_16","alias_value":"E7GYYWGXM7NDLQ3G","created_at":"2026-07-05T10:03:50Z"},{"alias_kind":"pith_short_8","alias_value":"E7GYYWGX","created_at":"2026-07-05T10:03:50Z"}],"graph_snapshots":[{"event_id":"sha256:fe507b151d445293a3c4d44d9d7617ad35c9b9afea96d3ef2efa70a98cc4cfab","target":"graph","created_at":"2026-07-05T10:03:50Z","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/2501.00709/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Graph Representation Learning aims to create effective embeddings for nodes and edges that encapsulate their features and relationships. Graph Neural Networks (GNNs) leverage neural networks to model complex graph structures. Recently, the Kolmogorov-Arnold Neural Network (KAN) has emerged as a promising alternative to the traditional Multilayer Perceptron (MLP), offering improved accuracy and interpretability with fewer parameters. In this paper, we propose the integration of KANs into Signed Graph Convolutional Networks (SGCNs), leading to the development of KAN-enhanced SGCNs (KASGCN). We e","authors_text":"Jelena Te\\v{s}i\\'c, Muhieddine Shebaro","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-01T03:12:18Z","title":"KAN KAN Buff Signed Graph Neural Networks?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.00709","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:e0825b42003eaccfa5248595d0f1e7da022c46b7087d222aea6c3d0b91b033c3","target":"record","created_at":"2026-07-05T10:03:50Z","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":"21d1634b603b910c0414aaa0a35401cd23ba203e81430eec95f208bc5d14adbf","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-01T03:12:18Z","title_canon_sha256":"64b33e7927c09b1c8fe950daf3de74cbc223863f033ebdc4acd57096768a6ca6"},"schema_version":"1.0","source":{"id":"2501.00709","kind":"arxiv","version":3}},"canonical_sha256":"27cd8c58d767da35c366d20fb3755d69500f7d204a5417b3a6c80f94edf39a1d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27cd8c58d767da35c366d20fb3755d69500f7d204a5417b3a6c80f94edf39a1d","first_computed_at":"2026-07-05T10:03:50.594462Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:03:50.594462Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AAcIVNw7kxOBvt5+ISRdrVOzmFzrNhnBtfdFqrm+fDWiMa+2f546D+FpVuMgLhuN1k6M21u86Ug2BcL9C5FZDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:03:50.594894Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.00709","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e0825b42003eaccfa5248595d0f1e7da022c46b7087d222aea6c3d0b91b033c3","sha256:fe507b151d445293a3c4d44d9d7617ad35c9b9afea96d3ef2efa70a98cc4cfab"],"state_sha256":"b84e78e892d150a02a49b19a7edd27bdb9bc7bacb5d710ceb94eac1af5edae82"}