{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:3KTUDFQY7EOPIOIVEDYWHWUMBP","short_pith_number":"pith:3KTUDFQY","canonical_record":{"source":{"id":"2606.22914","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-22T06:54:02Z","cross_cats_sorted":[],"title_canon_sha256":"395a4ebe5cb411e2ad0d11d7c6ad18388cb323656a0ae2b3c31722f0513114a8","abstract_canon_sha256":"f874347695b3dcf465a1ab4d8a6236fee9fa2b32bc58e9521187a046dfe37f83"},"schema_version":"1.0"},"canonical_sha256":"daa7419618f91cf4391520f163da8c0bedc8f23dbb0a741dbffac50c8609a3df","source":{"kind":"arxiv","id":"2606.22914","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.22914","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"arxiv_version","alias_value":"2606.22914v1","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.22914","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_12","alias_value":"3KTUDFQY7EOP","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_16","alias_value":"3KTUDFQY7EOPIOIV","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_8","alias_value":"3KTUDFQY","created_at":"2026-06-23T03:14:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:3KTUDFQY7EOPIOIVEDYWHWUMBP","target":"record","payload":{"canonical_record":{"source":{"id":"2606.22914","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-22T06:54:02Z","cross_cats_sorted":[],"title_canon_sha256":"395a4ebe5cb411e2ad0d11d7c6ad18388cb323656a0ae2b3c31722f0513114a8","abstract_canon_sha256":"f874347695b3dcf465a1ab4d8a6236fee9fa2b32bc58e9521187a046dfe37f83"},"schema_version":"1.0"},"canonical_sha256":"daa7419618f91cf4391520f163da8c0bedc8f23dbb0a741dbffac50c8609a3df","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-23T03:14:04.063333Z","signature_b64":"eYypjQDVOFFtWmj65+hCutwIkHsqDPyH2HZgROLOCujfIQ7wF0izUe+dCQ8dhbVsbHYBnYXLle/vEOVU9G2fAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"daa7419618f91cf4391520f163da8c0bedc8f23dbb0a741dbffac50c8609a3df","last_reissued_at":"2026-06-23T03:14:04.062922Z","signature_status":"signed_v1","first_computed_at":"2026-06-23T03:14:04.062922Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.22914","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-23T03:14:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U2XRTFD9mQPHNZr+ENnMgiHt8dpxOPhPlJ/NRgwpweVX2uW/gvHPHfKXFs/MMRHCGJx2NnBihx70QlnuaTp1Cg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T16:07:43.233681Z"},"content_sha256":"0cdf6b971f84a2b7d50f62170818cc48ddbde75ab8ec63b6dde0d01980dba7c3","schema_version":"1.0","event_id":"sha256:0cdf6b971f84a2b7d50f62170818cc48ddbde75ab8ec63b6dde0d01980dba7c3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:3KTUDFQY7EOPIOIVEDYWHWUMBP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"PromptDyG: Test-Time Prompt Adaptation on Dynamic Graphs","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Chaoxi Niu, Guansong Pang, Guoguo Ai, Hui Yan, Joey Tianyi Zhou, Yew-Soon Ong","submitted_at":"2026-06-22T06:54:02Z","abstract_excerpt":"Activities in numerous evolving systems can be represented as dynamic graphs in snapshot form at different time intervals, i.e., discrete-time dynamic graphs (DTDGs). Existing methods show impressive advances in capturing historical temporal evolution patterns in DTDGs, but they focus on addressing an offline learning setting, where models are trained using historical snapshots once and then evaluated to all subsequent graph snapshots without further updating. This fails to capture 1) the nature of evolving complexities across graph snapshots and 2) the distribution shift in the testing graph "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.22914","kind":"arxiv","version":1},"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/2606.22914/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":"2026-06-23T03:14:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NsWmOeqsJGd5PRXDnCbJtm4LAsPQctiSpZCPUGMm+5BSpjJnHStgyX4T4sPFAG7fjjv1QXPTcy/Ega6grwNxCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T16:07:43.234617Z"},"content_sha256":"8c7f2f7b68b272bbaa5ebe923b5f46972f42a18f39c43069ef7a28a6c7704689","schema_version":"1.0","event_id":"sha256:8c7f2f7b68b272bbaa5ebe923b5f46972f42a18f39c43069ef7a28a6c7704689"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/bundle.json","state_url":"https://pith.science/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/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":"2026-08-05T16:07:43Z","links":{"resolver":"https://pith.science/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP","bundle":"https://pith.science/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/bundle.json","state":"https://pith.science/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3KTUDFQY7EOPIOIVEDYWHWUMBP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:3KTUDFQY7EOPIOIVEDYWHWUMBP","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":"f874347695b3dcf465a1ab4d8a6236fee9fa2b32bc58e9521187a046dfe37f83","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-22T06:54:02Z","title_canon_sha256":"395a4ebe5cb411e2ad0d11d7c6ad18388cb323656a0ae2b3c31722f0513114a8"},"schema_version":"1.0","source":{"id":"2606.22914","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.22914","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"arxiv_version","alias_value":"2606.22914v1","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.22914","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_12","alias_value":"3KTUDFQY7EOP","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_16","alias_value":"3KTUDFQY7EOPIOIV","created_at":"2026-06-23T03:14:04Z"},{"alias_kind":"pith_short_8","alias_value":"3KTUDFQY","created_at":"2026-06-23T03:14:04Z"}],"graph_snapshots":[{"event_id":"sha256:8c7f2f7b68b272bbaa5ebe923b5f46972f42a18f39c43069ef7a28a6c7704689","target":"graph","created_at":"2026-06-23T03:14:04Z","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/2606.22914/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Activities in numerous evolving systems can be represented as dynamic graphs in snapshot form at different time intervals, i.e., discrete-time dynamic graphs (DTDGs). Existing methods show impressive advances in capturing historical temporal evolution patterns in DTDGs, but they focus on addressing an offline learning setting, where models are trained using historical snapshots once and then evaluated to all subsequent graph snapshots without further updating. This fails to capture 1) the nature of evolving complexities across graph snapshots and 2) the distribution shift in the testing graph ","authors_text":"Chaoxi Niu, Guansong Pang, Guoguo Ai, Hui Yan, Joey Tianyi Zhou, Yew-Soon Ong","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-22T06:54:02Z","title":"PromptDyG: Test-Time Prompt Adaptation on Dynamic Graphs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.22914","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":"sha256:0cdf6b971f84a2b7d50f62170818cc48ddbde75ab8ec63b6dde0d01980dba7c3","target":"record","created_at":"2026-06-23T03:14:04Z","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":"f874347695b3dcf465a1ab4d8a6236fee9fa2b32bc58e9521187a046dfe37f83","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-22T06:54:02Z","title_canon_sha256":"395a4ebe5cb411e2ad0d11d7c6ad18388cb323656a0ae2b3c31722f0513114a8"},"schema_version":"1.0","source":{"id":"2606.22914","kind":"arxiv","version":1}},"canonical_sha256":"daa7419618f91cf4391520f163da8c0bedc8f23dbb0a741dbffac50c8609a3df","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"daa7419618f91cf4391520f163da8c0bedc8f23dbb0a741dbffac50c8609a3df","first_computed_at":"2026-06-23T03:14:04.062922Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-23T03:14:04.062922Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eYypjQDVOFFtWmj65+hCutwIkHsqDPyH2HZgROLOCujfIQ7wF0izUe+dCQ8dhbVsbHYBnYXLle/vEOVU9G2fAA==","signature_status":"signed_v1","signed_at":"2026-06-23T03:14:04.063333Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.22914","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0cdf6b971f84a2b7d50f62170818cc48ddbde75ab8ec63b6dde0d01980dba7c3","sha256:8c7f2f7b68b272bbaa5ebe923b5f46972f42a18f39c43069ef7a28a6c7704689"],"state_sha256":"0fdf8ea4ee41f58812f78f1bf51fec050e17f860e7ee419fe6ffd53f4aab56d9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LDga4KIdAUeervsZKouOlsVnQ6ZLx4CC++SBZC8VXR0yviPfEG2+1e4jtdFHwyDqrOzBI6C/Qouf77iuq6hmCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T16:07:43.241990Z","bundle_sha256":"3ccc1c16f70c01a0617cd74470a6cc71672011fb4b0ecc9c29bab16ab0d0d383"}}