{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:LWMFQMA3OY4FDPVCD5WV2KC4RP","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":"fd0b76139bbeda8ac2643f20cacfe15c3419d46300ae87296938fdc6d1aca09a","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-02-14T09:49:52Z","title_canon_sha256":"3e7893406735967f6850b11b623a70ad65dbe701e92346e5638bd46203c0c1ae"},"schema_version":"1.0","source":{"id":"2502.10047","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.10047","created_at":"2026-07-05T10:14:16Z"},{"alias_kind":"arxiv_version","alias_value":"2502.10047v1","created_at":"2026-07-05T10:14:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.10047","created_at":"2026-07-05T10:14:16Z"},{"alias_kind":"pith_short_12","alias_value":"LWMFQMA3OY4F","created_at":"2026-07-05T10:14:16Z"},{"alias_kind":"pith_short_16","alias_value":"LWMFQMA3OY4FDPVC","created_at":"2026-07-05T10:14:16Z"},{"alias_kind":"pith_short_8","alias_value":"LWMFQMA3","created_at":"2026-07-05T10:14:16Z"}],"graph_snapshots":[{"event_id":"sha256:bdb8ff55e6ae2a05c8f3ee729970100d65ec6a1c93abaf2362b84d9d19c8530f","target":"graph","created_at":"2026-07-05T10:14:16Z","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/2502.10047/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision Transformers (ViTs) have outperformed traditional Convolutional Neural Network architectures and achieved state-of-the-art results in various computer vision tasks. Since ViTs are computationally expensive, the models either have to be pruned to run on resource-limited edge devices only or have to be executed on remote cloud servers after receiving the raw data transmitted over fluctuating networks. The resulting degraded performance or high latency all hinder their widespread applications. In this paper, we present Janus, the first framework for low-latency cloud-device collaborative V","authors_text":"Bo Li, Linyi Jiang, Silvery D. Fu, Yifei Zhu","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-02-14T09:49:52Z","title":"Janus: Collaborative Vision Transformer Under Dynamic Network Environment"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.10047","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":"sha256:55dc76416fd997d017104a289bb1b7e25aeee19f2d61e889710b0deae26a3500","target":"record","created_at":"2026-07-05T10:14:16Z","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":"fd0b76139bbeda8ac2643f20cacfe15c3419d46300ae87296938fdc6d1aca09a","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-02-14T09:49:52Z","title_canon_sha256":"3e7893406735967f6850b11b623a70ad65dbe701e92346e5638bd46203c0c1ae"},"schema_version":"1.0","source":{"id":"2502.10047","kind":"arxiv","version":1}},"canonical_sha256":"5d9858301b763851bea21f6d5d285c8be6becbc44018dd23ec003be568c86f99","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5d9858301b763851bea21f6d5d285c8be6becbc44018dd23ec003be568c86f99","first_computed_at":"2026-07-05T10:14:16.471200Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:14:16.471200Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"40Q3geuSz7DJmLjoejnI9zs2ZgbEJNk6aqAKS95F8xdAgs8707JMXx9B1UGyRpIjW9Ca7ZR8ujjOd61dhlpxBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:14:16.471681Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.10047","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:55dc76416fd997d017104a289bb1b7e25aeee19f2d61e889710b0deae26a3500","sha256:bdb8ff55e6ae2a05c8f3ee729970100d65ec6a1c93abaf2362b84d9d19c8530f"],"state_sha256":"5daad9d1bc973e758967af2537c7525a6b3524244fff562d342e8c9bee41f2d3"}