{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:A5I6HN7FM5WDJB3U4FRHNHZWEG","short_pith_number":"pith:A5I6HN7F","canonical_record":{"source":{"id":"2407.18568","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-26T07:50:48Z","cross_cats_sorted":[],"title_canon_sha256":"82a83a696e1fb9231edb9059ffc1b85687b2bae1cd5ec6000b13171a0ffd95d2","abstract_canon_sha256":"4914a999c48b920819757643834821897b7cdf0bec81bd628f7bbb148e5939d2"},"schema_version":"1.0"},"canonical_sha256":"0751e3b7e5676c348774e162769f3621941767f1504dc3f0f64825309cad5cff","source":{"kind":"arxiv","id":"2407.18568","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.18568","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"arxiv_version","alias_value":"2407.18568v2","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.18568","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_12","alias_value":"A5I6HN7FM5WD","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_16","alias_value":"A5I6HN7FM5WDJB3U","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_8","alias_value":"A5I6HN7F","created_at":"2026-07-05T08:49:37Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:A5I6HN7FM5WDJB3U4FRHNHZWEG","target":"record","payload":{"canonical_record":{"source":{"id":"2407.18568","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-26T07:50:48Z","cross_cats_sorted":[],"title_canon_sha256":"82a83a696e1fb9231edb9059ffc1b85687b2bae1cd5ec6000b13171a0ffd95d2","abstract_canon_sha256":"4914a999c48b920819757643834821897b7cdf0bec81bd628f7bbb148e5939d2"},"schema_version":"1.0"},"canonical_sha256":"0751e3b7e5676c348774e162769f3621941767f1504dc3f0f64825309cad5cff","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:49:37.534072Z","signature_b64":"gmL598sVAaglhDKijFfC83BPwvoDwWN5/caBa4Mz/Gf2N9bZPk3bmfQCZtU48pzoid6oFVj0wDwAdlbsAkO0Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0751e3b7e5676c348774e162769f3621941767f1504dc3f0f64825309cad5cff","last_reissued_at":"2026-07-05T08:49:37.533591Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:49:37.533591Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.18568","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:49:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xeGEQfkh2ML/KgLOF4qfSqRDoDnY5fzB5xLuR6J6il0NJTmzPg63qptpXF6wILhxlubwoO5PcpRJIqGkhpURDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T09:32:31.316693Z"},"content_sha256":"649650d2e283d285bda7890bd7e28de7475b3452127b21e1062c401dd693e84f","schema_version":"1.0","event_id":"sha256:649650d2e283d285bda7890bd7e28de7475b3452127b21e1062c401dd693e84f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:A5I6HN7FM5WDJB3U4FRHNHZWEG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Haolan Zhan, Hao Zheng, Jingjun Yi, Qi Bi, Wei Ji, Yawen Huang, Yefeng Zheng, Yuexiang Li","submitted_at":"2024-07-26T07:50:48Z","abstract_excerpt":"The rapid development of Vision Foundation Model (VFM) brings inherent out-domain generalization for a variety of down-stream tasks. Among them, domain generalized semantic segmentation (DGSS) holds unique challenges as the cross-domain images share common pixel-wise content information but vary greatly in terms of the style. In this paper, we present a novel Spectral-dEcomposed Token (SET) learning framework to advance the frontier. Delving into further than existing fine-tuning token & frozen backbone paradigm, the proposed SET especially focuses on the way learning style-invariant features "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.18568","kind":"arxiv","version":2},"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/2407.18568/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":"2026-07-05T08:49:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SvBDAhhs32ZQosy0tkYYL490scNLj89FfCzKNkNDUXepj/IkTuaoITL6qNrxrUKmXrABtQ9b96vQlsRAGfxuBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T09:32:31.317617Z"},"content_sha256":"028e2cfc3783ce9d48c88e9fbcc1ffe05a5bac3be00163225e97a85016b2ac5d","schema_version":"1.0","event_id":"sha256:028e2cfc3783ce9d48c88e9fbcc1ffe05a5bac3be00163225e97a85016b2ac5d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/bundle.json","state_url":"https://pith.science/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/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":"2026-08-10T09:32:31Z","links":{"resolver":"https://pith.science/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG","bundle":"https://pith.science/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/bundle.json","state":"https://pith.science/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/A5I6HN7FM5WDJB3U4FRHNHZWEG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:A5I6HN7FM5WDJB3U4FRHNHZWEG","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":"4914a999c48b920819757643834821897b7cdf0bec81bd628f7bbb148e5939d2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-26T07:50:48Z","title_canon_sha256":"82a83a696e1fb9231edb9059ffc1b85687b2bae1cd5ec6000b13171a0ffd95d2"},"schema_version":"1.0","source":{"id":"2407.18568","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.18568","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"arxiv_version","alias_value":"2407.18568v2","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.18568","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_12","alias_value":"A5I6HN7FM5WD","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_16","alias_value":"A5I6HN7FM5WDJB3U","created_at":"2026-07-05T08:49:37Z"},{"alias_kind":"pith_short_8","alias_value":"A5I6HN7F","created_at":"2026-07-05T08:49:37Z"}],"graph_snapshots":[{"event_id":"sha256:028e2cfc3783ce9d48c88e9fbcc1ffe05a5bac3be00163225e97a85016b2ac5d","target":"graph","created_at":"2026-07-05T08:49:37Z","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/2407.18568/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid development of Vision Foundation Model (VFM) brings inherent out-domain generalization for a variety of down-stream tasks. Among them, domain generalized semantic segmentation (DGSS) holds unique challenges as the cross-domain images share common pixel-wise content information but vary greatly in terms of the style. In this paper, we present a novel Spectral-dEcomposed Token (SET) learning framework to advance the frontier. Delving into further than existing fine-tuning token & frozen backbone paradigm, the proposed SET especially focuses on the way learning style-invariant features ","authors_text":"Haolan Zhan, Hao Zheng, Jingjun Yi, Qi Bi, Wei Ji, Yawen Huang, Yefeng Zheng, Yuexiang Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-26T07:50:48Z","title":"Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.18568","kind":"arxiv","version":2},"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":"sha256:649650d2e283d285bda7890bd7e28de7475b3452127b21e1062c401dd693e84f","target":"record","created_at":"2026-07-05T08:49:37Z","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":"4914a999c48b920819757643834821897b7cdf0bec81bd628f7bbb148e5939d2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-26T07:50:48Z","title_canon_sha256":"82a83a696e1fb9231edb9059ffc1b85687b2bae1cd5ec6000b13171a0ffd95d2"},"schema_version":"1.0","source":{"id":"2407.18568","kind":"arxiv","version":2}},"canonical_sha256":"0751e3b7e5676c348774e162769f3621941767f1504dc3f0f64825309cad5cff","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0751e3b7e5676c348774e162769f3621941767f1504dc3f0f64825309cad5cff","first_computed_at":"2026-07-05T08:49:37.533591Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:49:37.533591Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gmL598sVAaglhDKijFfC83BPwvoDwWN5/caBa4Mz/Gf2N9bZPk3bmfQCZtU48pzoid6oFVj0wDwAdlbsAkO0Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:49:37.534072Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.18568","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:649650d2e283d285bda7890bd7e28de7475b3452127b21e1062c401dd693e84f","sha256:028e2cfc3783ce9d48c88e9fbcc1ffe05a5bac3be00163225e97a85016b2ac5d"],"state_sha256":"1faf6bf675de672872c44d79df8661b0a927d35db8d62cd93f4efa2b4b59d61a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sVd16C0RHeOpiw44MHwt3g/NA/Czx7ueqmfIreY0p8LdULj2n7BxNaClZnH5bmaJ6eQXLH/VwN/785QDqXbGBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T09:32:31.323763Z","bundle_sha256":"ba6f49d0cb0fd681e2fdffa6a3302c958c653de32eb4eafc0403901cad38a4a1"}}