{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:S4TM5VZDT7HOCFKKSVEHOMBZ74","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":"99530a8cce1ca793128a274c2844c91c63c84e55ee8ce7e3f4cc3fd0b592ea79","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.PF","submitted_at":"2025-03-25T21:20:11Z","title_canon_sha256":"45d2ade8785927c3ed5bdced737ec5ba7286e380431bf2f4560e363f5e3a4d1b"},"schema_version":"1.0","source":{"id":"2503.20074","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.20074","created_at":"2026-07-05T10:40:18Z"},{"alias_kind":"arxiv_version","alias_value":"2503.20074v2","created_at":"2026-07-05T10:40:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.20074","created_at":"2026-07-05T10:40:18Z"},{"alias_kind":"pith_short_12","alias_value":"S4TM5VZDT7HO","created_at":"2026-07-05T10:40:18Z"},{"alias_kind":"pith_short_16","alias_value":"S4TM5VZDT7HOCFKK","created_at":"2026-07-05T10:40:18Z"},{"alias_kind":"pith_short_8","alias_value":"S4TM5VZD","created_at":"2026-07-05T10:40:18Z"}],"graph_snapshots":[{"event_id":"sha256:e88da24e4c4059205eafafdd61b9a10056f3147868bdc8afdabf2c6ee17e84b7","target":"graph","created_at":"2026-07-05T10:40:18Z","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/2503.20074/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The surge in generative AI workloads has created a need for scalable inference systems that can flexibly harness both GPUs and specialized accelerators while containing operational costs. This paper proposes a hardware-agnostic control loop that adaptively allocates requests across heterogeneous accelerators based on real-time cost and capacity signals. The approach sustains low latency and high throughput by dynamically shifting between cost-optimized and capacity-optimized modes, ensuring the most efficient use of expensive compute resources under fluctuating availability. Evaluated using th","authors_text":"Imry Kissos, Yahav Biran","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.PF","submitted_at":"2025-03-25T21:20:11Z","title":"Adaptive Orchestration for Large-Scale Inference on Heterogeneous Accelerator Systems Balancing Cost, Performance, and Resilience"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.20074","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:c9a092f78d857b1237bbc74575a5f8bc79e7f6e3a442237b40352ebae3376153","target":"record","created_at":"2026-07-05T10:40:18Z","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":"99530a8cce1ca793128a274c2844c91c63c84e55ee8ce7e3f4cc3fd0b592ea79","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.PF","submitted_at":"2025-03-25T21:20:11Z","title_canon_sha256":"45d2ade8785927c3ed5bdced737ec5ba7286e380431bf2f4560e363f5e3a4d1b"},"schema_version":"1.0","source":{"id":"2503.20074","kind":"arxiv","version":2}},"canonical_sha256":"9726ced7239fcee1154a9548773039ff2ac8a882200f29a8bc8a3e88441de3b4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9726ced7239fcee1154a9548773039ff2ac8a882200f29a8bc8a3e88441de3b4","first_computed_at":"2026-07-05T10:40:18.940709Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:40:18.940709Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lDQqcXGFiA3Sy93h2dfTyXKiCWJjSGF0wUux0HyIS2MUiqy1zFXRl2GoIuRmNIHWZIfpUlQ2Cxq/BdZgeUmQCA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:40:18.941179Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.20074","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c9a092f78d857b1237bbc74575a5f8bc79e7f6e3a442237b40352ebae3376153","sha256:e88da24e4c4059205eafafdd61b9a10056f3147868bdc8afdabf2c6ee17e84b7"],"state_sha256":"db2cb209b1884160e4f399bdabbfe807b34992117d075181396f106874970ec9"}