{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:2B24OGSXBZDLSSBXRMU632V3J6","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":"7f9a41882fff839c6f5973d0c446049169e83b1b92e0d0c85b93d28794b88997","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2023-07-20T12:16:26Z","title_canon_sha256":"08a90f1b296f5ea14aeb552398fe3de2f30e1e8a4eebf487d42793669fc60d4a"},"schema_version":"1.0","source":{"id":"2307.10805","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2307.10805","created_at":"2026-07-05T09:56:34Z"},{"alias_kind":"arxiv_version","alias_value":"2307.10805v2","created_at":"2026-07-05T09:56:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2307.10805","created_at":"2026-07-05T09:56:34Z"},{"alias_kind":"pith_short_12","alias_value":"2B24OGSXBZDL","created_at":"2026-07-05T09:56:34Z"},{"alias_kind":"pith_short_16","alias_value":"2B24OGSXBZDLSSBX","created_at":"2026-07-05T09:56:34Z"},{"alias_kind":"pith_short_8","alias_value":"2B24OGSX","created_at":"2026-07-05T09:56:34Z"}],"graph_snapshots":[{"event_id":"sha256:7fdb64dfe2bb3be650fc88b7ea54324ef6ef223d2777bb016280ac568cfa5e57","target":"graph","created_at":"2026-07-05T09:56:34Z","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/2307.10805/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper proposes a novel communication-efficient split learning (SL) framework, named SplitFC, which reduces the communication overhead required for transmitting intermediate feature and gradient vectors during the SL training process. The key idea of SplitFC is to leverage different dispersion degrees exhibited in the columns of the matrices. SplitFC incorporates two compression strategies: (i) adaptive feature-wise dropout and (ii) adaptive feature-wise quantization. In the first strategy, the intermediate feature vectors are dropped with adaptive dropout probabilities determined based on","authors_text":"Christopher G. Brinton, Jaeho Lee, Yongjeong Oh, Yo-Seb Jeon","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2023-07-20T12:16:26Z","title":"Communication-Efficient Split Learning via Adaptive Feature-Wise Compression"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2307.10805","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:e8f29bd8a38de3a165ceb9c6def8d0a1b2fbb7f8214d21a9196043fec05035c6","target":"record","created_at":"2026-07-05T09:56:34Z","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":"7f9a41882fff839c6f5973d0c446049169e83b1b92e0d0c85b93d28794b88997","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2023-07-20T12:16:26Z","title_canon_sha256":"08a90f1b296f5ea14aeb552398fe3de2f30e1e8a4eebf487d42793669fc60d4a"},"schema_version":"1.0","source":{"id":"2307.10805","kind":"arxiv","version":2}},"canonical_sha256":"d075c71a570e46b948378b29edeabb4f9bf57c38894dc7205e1f1b6df260c4c4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d075c71a570e46b948378b29edeabb4f9bf57c38894dc7205e1f1b6df260c4c4","first_computed_at":"2026-07-05T09:56:34.223144Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:34.223144Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KRNsISknrBPubo+HDap6YG1C0l0QInuuXBvzo5KVRSDVLKhSGSP0XVAHgYsbISeofXTBa6BFkkEyQOq/sO0uCw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:34.223503Z","signed_message":"canonical_sha256_bytes"},"source_id":"2307.10805","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e8f29bd8a38de3a165ceb9c6def8d0a1b2fbb7f8214d21a9196043fec05035c6","sha256:7fdb64dfe2bb3be650fc88b7ea54324ef6ef223d2777bb016280ac568cfa5e57"],"state_sha256":"1119ef929e0adb8be969e5305eadef9353d78c179a9ccc6f7778cf538b0f0ce9"}