{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ILPMB5A6GXBXMUKWILCGEQKO5L","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":"d91fd6d0df476fbbfdc880b2d34d2cf79217fd667ee64d4367552b822c8ffc92","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-14T17:06:50Z","title_canon_sha256":"c53f939950bb0c351bb2db3a8e84b95c646a32a6d8dd0cc2dfdd1db4e46791a7"},"schema_version":"1.0","source":{"id":"2508.10840","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.10840","created_at":"2026-07-05T11:54:03Z"},{"alias_kind":"arxiv_version","alias_value":"2508.10840v1","created_at":"2026-07-05T11:54:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.10840","created_at":"2026-07-05T11:54:03Z"},{"alias_kind":"pith_short_12","alias_value":"ILPMB5A6GXBX","created_at":"2026-07-05T11:54:03Z"},{"alias_kind":"pith_short_16","alias_value":"ILPMB5A6GXBXMUKW","created_at":"2026-07-05T11:54:03Z"},{"alias_kind":"pith_short_8","alias_value":"ILPMB5A6","created_at":"2026-07-05T11:54:03Z"}],"graph_snapshots":[{"event_id":"sha256:c0e6f303327ef8f5dc416ec6f64bf5111acbe1dbf701620a63744f7b763f3f91","target":"graph","created_at":"2026-07-05T11:54:03Z","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/2508.10840/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated learning (FL) has proven essential for privacy-preserving, collaborative training across distributed clients. Our prior work, TransFed, introduced a robust transformer-based FL framework that leverages a learn-to-adapt hypernetwork to generate personalized focal modulation layers per client, outperforming traditional methods in non-IID and cross-domain settings. In this extended version, we propose AdaptFED, where we deepen the investigation of focal modulation in generalizable FL by incorporating: (1) a refined adaptation strategy that integrates task-aware client embeddings to pers","authors_text":"Iqra Altaf Gillani, Tajamul Ashraf","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-14T17:06:50Z","title":"Generalizable Federated Learning using Client Adaptive Focal Modulation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.10840","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:e2978a1a32327e18162d0db94251df2b7138bd24632fdb1f31703b3c315180fa","target":"record","created_at":"2026-07-05T11:54:03Z","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":"d91fd6d0df476fbbfdc880b2d34d2cf79217fd667ee64d4367552b822c8ffc92","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-14T17:06:50Z","title_canon_sha256":"c53f939950bb0c351bb2db3a8e84b95c646a32a6d8dd0cc2dfdd1db4e46791a7"},"schema_version":"1.0","source":{"id":"2508.10840","kind":"arxiv","version":1}},"canonical_sha256":"42dec0f41e35c376515642c462414eeae6da3ed1b087c301141e4ded8877f64d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"42dec0f41e35c376515642c462414eeae6da3ed1b087c301141e4ded8877f64d","first_computed_at":"2026-07-05T11:54:03.516995Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:54:03.516995Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IJCa/4lR7BM3h5BDi59KoYvdRjWsLd71vTuBKCcH78UA3JUtUKR4+gKSlhbdNRs5QiLBt1ylIBZpfHlrjSJbCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:54:03.517441Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.10840","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e2978a1a32327e18162d0db94251df2b7138bd24632fdb1f31703b3c315180fa","sha256:c0e6f303327ef8f5dc416ec6f64bf5111acbe1dbf701620a63744f7b763f3f91"],"state_sha256":"9934e86c75e2ada0e1da082645ee861c8e4e29de9fe884d6ca23c3e6125def1e"}