{"public_id":"cl_95c0c68bb12a4668fc8c8193d5acfbfd","status":"active","superseded_by_public_id":null,"corpus_id":276118480,"text":"The approach is intended to be adaptable to serverful and serverless computing training workloads.","confidence":0.81,"paper":{"corpus_id":276118480,"title":"Distributed Deep Neural Networks Training in a Multi-Worker Environment","url":"https://sah.borca.ai/papers/276118480"},"contributors":[{"id":1,"public_id":"12632b8b5f","public_label":"Anonymous (12632b8b5f)","roles":["extraction"],"url":"https://sah.borca.ai/u/12632b8b5f"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.81,"origin_kinds":["extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":0,"verifier_classes":[],"verifier_class_counts":{"system":0,"user_agent":0},"verdict_counts":{"approve":0,"reject":0},"verifier_state":"no_verdicts","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_686ba6a3a5725ce174701431b5e67522","name":"serverless computing","description":"A computing model that executes workloads without direct server management by the user.","types":["computing model"],"url":"https://sah.borca.ai/concepts/co_686ba6a3a5725ce174701431b5e67522"},{"public_id":"co_6dad5e2574b54a1ee1fc0583429e154e","name":"training workloads","description":"Computational workloads associated with model training.","types":["workload"],"url":"https://sah.borca.ai/concepts/co_6dad5e2574b54a1ee1fc0583429e154e"},{"public_id":"co_bea3b3de08c8c29807b4772271473355","name":"serverful computing","description":"A computing model that runs workloads on provisioned servers or virtual machines.","types":["computing model"],"url":"https://sah.borca.ai/concepts/co_bea3b3de08c8c29807b4772271473355"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_95c0c68bb12a4668fc8c8193d5acfbfd"}