{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JJRUYMA7N4ZPHMKB6BQUHOGKO7","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":"f97b45be08e2c2048e687f31ba7cff0ab7f83cf7f558fc3809be653a0161b3b7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-06-09T17:38:22Z","title_canon_sha256":"19241a494da34afab686fb532a2a5f6a60e741538c97ed8037c526ad476f2fd4"},"schema_version":"1.0","source":{"id":"2306.06063","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.06063","created_at":"2026-07-05T06:19:13Z"},{"alias_kind":"arxiv_version","alias_value":"2306.06063v1","created_at":"2026-07-05T06:19:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.06063","created_at":"2026-07-05T06:19:13Z"},{"alias_kind":"pith_short_12","alias_value":"JJRUYMA7N4ZP","created_at":"2026-07-05T06:19:13Z"},{"alias_kind":"pith_short_16","alias_value":"JJRUYMA7N4ZPHMKB","created_at":"2026-07-05T06:19:13Z"},{"alias_kind":"pith_short_8","alias_value":"JJRUYMA7","created_at":"2026-07-05T06:19:13Z"}],"graph_snapshots":[{"event_id":"sha256:0e7102911f914c0c62a3a1254c8e4bee1fd65739db1625a9201f01275aa21ee0","target":"graph","created_at":"2026-07-05T06:19:13Z","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/2306.06063/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Few-shot Node Classification (FSNC) is a challenge in graph representation learning where only a few labeled nodes per class are available for training. To tackle this issue, meta-learning has been proposed to transfer structural knowledge from base classes with abundant labels to target novel classes. However, existing solutions become ineffective or inapplicable when base classes have no or limited labeled nodes. To address this challenge, we propose an innovative method dubbed Virtual Node Tuning (VNT). Our approach utilizes a pretrained graph transformer as the encoder and injects virtual ","authors_text":"Huan Liu, Kaize Ding, Ruocheng Guo, Zhen Tan","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-06-09T17:38:22Z","title":"Virtual Node Tuning for Few-shot Node Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.06063","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":"sha256:3b86aa44834fc45657ce9171dfa8a193079e905306d054157ed71d1edaf7e970","target":"record","created_at":"2026-07-05T06:19:13Z","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":"f97b45be08e2c2048e687f31ba7cff0ab7f83cf7f558fc3809be653a0161b3b7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-06-09T17:38:22Z","title_canon_sha256":"19241a494da34afab686fb532a2a5f6a60e741538c97ed8037c526ad476f2fd4"},"schema_version":"1.0","source":{"id":"2306.06063","kind":"arxiv","version":1}},"canonical_sha256":"4a634c301f6f32f3b141f06143b8ca77d04740328e47201bdf90fff55c022b25","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4a634c301f6f32f3b141f06143b8ca77d04740328e47201bdf90fff55c022b25","first_computed_at":"2026-07-05T06:19:13.272373Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:19:13.272373Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"l4s9bNNk4yX8Z1e/582ymcYVsND8UOoR9WwA7yk1wi/s1SrwrYFSEz9MweyCCpQ9q8CvsHFcM8ETERceTyT7Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T06:19:13.272797Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.06063","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3b86aa44834fc45657ce9171dfa8a193079e905306d054157ed71d1edaf7e970","sha256:0e7102911f914c0c62a3a1254c8e4bee1fd65739db1625a9201f01275aa21ee0"],"state_sha256":"23d8153e7d978932246aa40bdca5ae582342eaa64c58946433f37e31f70b32e0"}