{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ED677T2AQJD6EDOPGGMFB45TSH","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":"969641ac9eb378f95547e21a54e0d569dc452e9f537c4a7e2c7d263715da260b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-08T15:24:20Z","title_canon_sha256":"897e64a5a4996c5b6fe9374b7d724c6e988a037fd8ae4da80f52215693ac98ae"},"schema_version":"1.0","source":{"id":"2404.05604","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.05604","created_at":"2026-07-05T08:05:43Z"},{"alias_kind":"arxiv_version","alias_value":"2404.05604v1","created_at":"2026-07-05T08:05:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.05604","created_at":"2026-07-05T08:05:43Z"},{"alias_kind":"pith_short_12","alias_value":"ED677T2AQJD6","created_at":"2026-07-05T08:05:43Z"},{"alias_kind":"pith_short_16","alias_value":"ED677T2AQJD6EDOP","created_at":"2026-07-05T08:05:43Z"},{"alias_kind":"pith_short_8","alias_value":"ED677T2A","created_at":"2026-07-05T08:05:43Z"}],"graph_snapshots":[{"event_id":"sha256:4160374be9ffb77abebdc426481204ee858f7981585c3321ec0eeb244b838e6d","target":"graph","created_at":"2026-07-05T08:05:43Z","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/2404.05604/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Graph Transformers have emerged as a powerful alternative to Message-Passing Graph Neural Networks (MP-GNNs) to address limitations such as over-squashing of information exchange. However, incorporating graph inductive bias into transformer architectures remains a significant challenge. In this report, we propose the Graph Spectral Token, a novel approach to directly encode graph spectral information, which captures the global structure of the graph, into the transformer architecture. By parameterizing the auxiliary [CLS] token and leaving other tokens representing graph nodes, our method seam","authors_text":"Zihan Pengmei, Zimu Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-08T15:24:20Z","title":"Technical Report: The Graph Spectral Token -- Enhancing Graph Transformers with Spectral Information"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.05604","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:e4dbcb825c8fd61d84103eafbbce99ae004f2c0f5a79a2c240320ebfa9bb2989","target":"record","created_at":"2026-07-05T08:05:43Z","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":"969641ac9eb378f95547e21a54e0d569dc452e9f537c4a7e2c7d263715da260b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-04-08T15:24:20Z","title_canon_sha256":"897e64a5a4996c5b6fe9374b7d724c6e988a037fd8ae4da80f52215693ac98ae"},"schema_version":"1.0","source":{"id":"2404.05604","kind":"arxiv","version":1}},"canonical_sha256":"20fdffcf408247e20dcf319850f3b391c97d9a754848d7b64dad1eb24873c118","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"20fdffcf408247e20dcf319850f3b391c97d9a754848d7b64dad1eb24873c118","first_computed_at":"2026-07-05T08:05:43.203981Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:05:43.203981Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"n9vewuGW0p1v9mPX+ZrC2JflBJXXc0CEYdVzGQl/z6oVREEv093AWFdjqWycdwi9BkivuZ2wQAyP0BKxidaqBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:05:43.204404Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.05604","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4dbcb825c8fd61d84103eafbbce99ae004f2c0f5a79a2c240320ebfa9bb2989","sha256:4160374be9ffb77abebdc426481204ee858f7981585c3321ec0eeb244b838e6d"],"state_sha256":"292df0858bfb13cdf46c656ac9e033be0a24dccd6936982677e577bc1234b978"}