{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:UAFIJKZMM4A46THJ5XL4SCTN55","short_pith_number":"pith:UAFIJKZM","canonical_record":{"source":{"id":"2410.22622","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-30T00:50:23Z","cross_cats_sorted":["cs.CV","cs.DC"],"title_canon_sha256":"994bebfdc67b02f4ebf44abb760023227466a81db68e5cd5d402f2a93f606736","abstract_canon_sha256":"df599d9aaa43fa4a0c6cf2b74f51abb54404068cf738a999e46e164b30bae6ce"},"schema_version":"1.0"},"canonical_sha256":"a00a84ab2c6701cf4ce9edd7c90a6def522b608c04dd2cfc03a1040077a75d7c","source":{"kind":"arxiv","id":"2410.22622","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.22622","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"arxiv_version","alias_value":"2410.22622v2","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.22622","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_12","alias_value":"UAFIJKZMM4A4","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_16","alias_value":"UAFIJKZMM4A46THJ","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_8","alias_value":"UAFIJKZM","created_at":"2026-07-05T10:46:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:UAFIJKZMM4A46THJ5XL4SCTN55","target":"record","payload":{"canonical_record":{"source":{"id":"2410.22622","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-30T00:50:23Z","cross_cats_sorted":["cs.CV","cs.DC"],"title_canon_sha256":"994bebfdc67b02f4ebf44abb760023227466a81db68e5cd5d402f2a93f606736","abstract_canon_sha256":"df599d9aaa43fa4a0c6cf2b74f51abb54404068cf738a999e46e164b30bae6ce"},"schema_version":"1.0"},"canonical_sha256":"a00a84ab2c6701cf4ce9edd7c90a6def522b608c04dd2cfc03a1040077a75d7c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:46:21.235465Z","signature_b64":"2h0x1usrfodLilnoC/ELXv5j5jHpdgEEgA/tiH38a51rfK/QDPk2wGz6JMY51XXXWSBOywhK8uc3fzjnk5wdCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a00a84ab2c6701cf4ce9edd7c90a6def522b608c04dd2cfc03a1040077a75d7c","last_reissued_at":"2026-07-05T10:46:21.234975Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:46:21.234975Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.22622","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":"2026-07-05T10:46:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3fewuhFyJ83XfLgqNEY2hXVMTtCj/P/R2+yegVbJMoKhDkDy81xgKKb00EbCdIzMy7FT/hU35bxqAaFO/gi7CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T12:13:43.696736Z"},"content_sha256":"4ea20211144824cbafadaf86d51fa2d663f8fdcb7290fe511498ed4ef8d7af54","schema_version":"1.0","event_id":"sha256:4ea20211144824cbafadaf86d51fa2d663f8fdcb7290fe511498ed4ef8d7af54"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:UAFIJKZMM4A46THJ5XL4SCTN55","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"PARDON: Privacy-Aware and Robust Federated Domain Generalization","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV","cs.DC"],"primary_cat":"cs.LG","authors_text":"Dung Thuy Nguyen, Kevin Leach, Taylor T. Johnson","submitted_at":"2024-10-30T00:50:23Z","abstract_excerpt":"Federated Learning (FL) shows promise in preserving privacy and enabling collaborative learning. However, most current solutions focus on private data collected from a single domain. A significant challenge arises when client data comes from diverse domains (i.e., domain shift), leading to poor performance on unseen domains. Existing Federated Domain Generalization approaches address this problem but assume each client holds data for an entire domain, limiting their practicality in real-world scenarios with domain-based heterogeneity and client sampling. In addition, certain methods enable inf"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.22622","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/2410.22622/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":"2026-07-05T10:46:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"M6+0yNLEHAASeJSz2GzBm1KUPHx7y5FpP5o5c9iR8pe0mRHWMagSka/I189IAyMs4+aTU35ZOjTXmNXE3dgiBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T12:13:43.697126Z"},"content_sha256":"15246933e9fa58c5e4365a73f792078d16690db22d88cfc6740cc6f9032c2ae9","schema_version":"1.0","event_id":"sha256:15246933e9fa58c5e4365a73f792078d16690db22d88cfc6740cc6f9032c2ae9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/UAFIJKZMM4A46THJ5XL4SCTN55/bundle.json","state_url":"https://pith.science/pith/UAFIJKZMM4A46THJ5XL4SCTN55/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/UAFIJKZMM4A46THJ5XL4SCTN55/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":"2026-08-18T12:13:43Z","links":{"resolver":"https://pith.science/pith/UAFIJKZMM4A46THJ5XL4SCTN55","bundle":"https://pith.science/pith/UAFIJKZMM4A46THJ5XL4SCTN55/bundle.json","state":"https://pith.science/pith/UAFIJKZMM4A46THJ5XL4SCTN55/state.json","well_known_bundle":"https://pith.science/.well-known/pith/UAFIJKZMM4A46THJ5XL4SCTN55/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UAFIJKZMM4A46THJ5XL4SCTN55","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":"df599d9aaa43fa4a0c6cf2b74f51abb54404068cf738a999e46e164b30bae6ce","cross_cats_sorted":["cs.CV","cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-30T00:50:23Z","title_canon_sha256":"994bebfdc67b02f4ebf44abb760023227466a81db68e5cd5d402f2a93f606736"},"schema_version":"1.0","source":{"id":"2410.22622","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.22622","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"arxiv_version","alias_value":"2410.22622v2","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.22622","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_12","alias_value":"UAFIJKZMM4A4","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_16","alias_value":"UAFIJKZMM4A46THJ","created_at":"2026-07-05T10:46:21Z"},{"alias_kind":"pith_short_8","alias_value":"UAFIJKZM","created_at":"2026-07-05T10:46:21Z"}],"graph_snapshots":[{"event_id":"sha256:15246933e9fa58c5e4365a73f792078d16690db22d88cfc6740cc6f9032c2ae9","target":"graph","created_at":"2026-07-05T10:46:21Z","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/2410.22622/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated Learning (FL) shows promise in preserving privacy and enabling collaborative learning. However, most current solutions focus on private data collected from a single domain. A significant challenge arises when client data comes from diverse domains (i.e., domain shift), leading to poor performance on unseen domains. Existing Federated Domain Generalization approaches address this problem but assume each client holds data for an entire domain, limiting their practicality in real-world scenarios with domain-based heterogeneity and client sampling. In addition, certain methods enable inf","authors_text":"Dung Thuy Nguyen, Kevin Leach, Taylor T. Johnson","cross_cats":["cs.CV","cs.DC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-30T00:50:23Z","title":"PARDON: Privacy-Aware and Robust Federated Domain Generalization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.22622","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":"sha256:4ea20211144824cbafadaf86d51fa2d663f8fdcb7290fe511498ed4ef8d7af54","target":"record","created_at":"2026-07-05T10:46:21Z","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":"df599d9aaa43fa4a0c6cf2b74f51abb54404068cf738a999e46e164b30bae6ce","cross_cats_sorted":["cs.CV","cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-10-30T00:50:23Z","title_canon_sha256":"994bebfdc67b02f4ebf44abb760023227466a81db68e5cd5d402f2a93f606736"},"schema_version":"1.0","source":{"id":"2410.22622","kind":"arxiv","version":2}},"canonical_sha256":"a00a84ab2c6701cf4ce9edd7c90a6def522b608c04dd2cfc03a1040077a75d7c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a00a84ab2c6701cf4ce9edd7c90a6def522b608c04dd2cfc03a1040077a75d7c","first_computed_at":"2026-07-05T10:46:21.234975Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:46:21.234975Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2h0x1usrfodLilnoC/ELXv5j5jHpdgEEgA/tiH38a51rfK/QDPk2wGz6JMY51XXXWSBOywhK8uc3fzjnk5wdCA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:46:21.235465Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.22622","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4ea20211144824cbafadaf86d51fa2d663f8fdcb7290fe511498ed4ef8d7af54","sha256:15246933e9fa58c5e4365a73f792078d16690db22d88cfc6740cc6f9032c2ae9"],"state_sha256":"ffb0653d71868cf6c45d4e328754f1556af78498a17f37aca2a29c5778afe40b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WJnE5LsFuQ9AyrEldUW+oBdH8WGhN/17VTOLa69Jdvuo3Moqq2BfoQ6iErnlCnD8sPT65ZjAvoIvZj9TLWztBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T12:13:43.699683Z","bundle_sha256":"69a59ad789b1b11bdaeaa0377aed39de17bec35076ac4f8d7264aaf482bff3bc"}}