{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:L5GBEUFM7JDNG7CZ7V2XU5VQ7O","short_pith_number":"pith:L5GBEUFM","canonical_record":{"source":{"id":"2305.05843","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.DC","submitted_at":"2023-05-10T02:24:50Z","cross_cats_sorted":["cs.AR","cs.LG"],"title_canon_sha256":"cd10a2d7f50d71dec804ad01e297bd9f154e2d80d8666a85642d335d9622628a","abstract_canon_sha256":"c33ed2e0aba4932bfe4a905a4666b6cce448cd26d1c697846ee9d83dd6e3baee"},"schema_version":"1.0"},"canonical_sha256":"5f4c1250acfa46d37c59fd757a76b0fb96808e8497b6f013e84b84f562bd9ff5","source":{"kind":"arxiv","id":"2305.05843","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.05843","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"arxiv_version","alias_value":"2305.05843v1","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.05843","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_12","alias_value":"L5GBEUFM7JDN","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_16","alias_value":"L5GBEUFM7JDNG7CZ","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_8","alias_value":"L5GBEUFM","created_at":"2026-07-05T06:08:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:L5GBEUFM7JDNG7CZ7V2XU5VQ7O","target":"record","payload":{"canonical_record":{"source":{"id":"2305.05843","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.DC","submitted_at":"2023-05-10T02:24:50Z","cross_cats_sorted":["cs.AR","cs.LG"],"title_canon_sha256":"cd10a2d7f50d71dec804ad01e297bd9f154e2d80d8666a85642d335d9622628a","abstract_canon_sha256":"c33ed2e0aba4932bfe4a905a4666b6cce448cd26d1c697846ee9d83dd6e3baee"},"schema_version":"1.0"},"canonical_sha256":"5f4c1250acfa46d37c59fd757a76b0fb96808e8497b6f013e84b84f562bd9ff5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:08:56.648039Z","signature_b64":"JCW+F82p+6STg/ow+2Xab4moh67w5MMRJC583nZFInezqIV7LC+3f3rU5kvw9gnNONY6RsxY+gdBFEZspWHyBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5f4c1250acfa46d37c59fd757a76b0fb96808e8497b6f013e84b84f562bd9ff5","last_reissued_at":"2026-07-05T06:08:56.647697Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:08:56.647697Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.05843","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:08:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mLRQ2b2Ptf3SVSWyDbvrgQJvjHvo76XCwg3PLdEsTrT6nrUy0wwt7YFZlNBX/XlD0ZP7qOTF6ADLlHG7jIvAAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T13:31:34.664671Z"},"content_sha256":"a3a0d78388c55745ed0f3953a8fdababe87867a4c799cae259df8c827888f2ec","schema_version":"1.0","event_id":"sha256:a3a0d78388c55745ed0f3953a8fdababe87867a4c799cae259df8c827888f2ec"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:L5GBEUFM7JDNG7CZ7V2XU5VQ7O","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MoCA: Memory-Centric, Adaptive Execution for Multi-Tenant Deep Neural Networks","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AR","cs.LG"],"primary_cat":"cs.DC","authors_text":"Borivoje Nikoli\\'c, Hasan Genc, Krste Asanovi\\'c, Seah Kim, Vadim Vadimovich Nikiforov, Yakun Sophia Shao","submitted_at":"2023-05-10T02:24:50Z","abstract_excerpt":"Driven by the wide adoption of deep neural networks (DNNs) across different application domains, multi-tenancy execution, where multiple DNNs are deployed simultaneously on the same hardware, has been proposed to satisfy the latency requirements of different applications while improving the overall system utilization. However, multi-tenancy execution could lead to undesired system-level resource contention, causing quality-of-service (QoS) degradation for latency-critical applications. To address this challenge, we propose MoCA, an adaptive multi-tenancy system for DNN accelerators. Unlike exi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.05843","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2305.05843/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:08:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"o0+3hRGGMU/wnZgeuK3FtR+GpTwqcUYzKSyKWQe44aUZzhnXXdwwyXa8NE/3ylv1F0ItEUcoBjiYe0+Ss4cBAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T13:31:34.665469Z"},"content_sha256":"389271b280eba2453c9e4c258e36354383d93bef082d500a92538f3b5e3c1988","schema_version":"1.0","event_id":"sha256:389271b280eba2453c9e4c258e36354383d93bef082d500a92538f3b5e3c1988"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/bundle.json","state_url":"https://pith.science/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-18T13:31:34Z","links":{"resolver":"https://pith.science/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O","bundle":"https://pith.science/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/bundle.json","state":"https://pith.science/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/state.json","well_known_bundle":"https://pith.science/.well-known/pith/L5GBEUFM7JDNG7CZ7V2XU5VQ7O/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:L5GBEUFM7JDNG7CZ7V2XU5VQ7O","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":"c33ed2e0aba4932bfe4a905a4666b6cce448cd26d1c697846ee9d83dd6e3baee","cross_cats_sorted":["cs.AR","cs.LG"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.DC","submitted_at":"2023-05-10T02:24:50Z","title_canon_sha256":"cd10a2d7f50d71dec804ad01e297bd9f154e2d80d8666a85642d335d9622628a"},"schema_version":"1.0","source":{"id":"2305.05843","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.05843","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"arxiv_version","alias_value":"2305.05843v1","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.05843","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_12","alias_value":"L5GBEUFM7JDN","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_16","alias_value":"L5GBEUFM7JDNG7CZ","created_at":"2026-07-05T06:08:56Z"},{"alias_kind":"pith_short_8","alias_value":"L5GBEUFM","created_at":"2026-07-05T06:08:56Z"}],"graph_snapshots":[{"event_id":"sha256:389271b280eba2453c9e4c258e36354383d93bef082d500a92538f3b5e3c1988","target":"graph","created_at":"2026-07-05T06:08:56Z","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/2305.05843/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Driven by the wide adoption of deep neural networks (DNNs) across different application domains, multi-tenancy execution, where multiple DNNs are deployed simultaneously on the same hardware, has been proposed to satisfy the latency requirements of different applications while improving the overall system utilization. However, multi-tenancy execution could lead to undesired system-level resource contention, causing quality-of-service (QoS) degradation for latency-critical applications. To address this challenge, we propose MoCA, an adaptive multi-tenancy system for DNN accelerators. Unlike exi","authors_text":"Borivoje Nikoli\\'c, Hasan Genc, Krste Asanovi\\'c, Seah Kim, Vadim Vadimovich Nikiforov, Yakun Sophia Shao","cross_cats":["cs.AR","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.DC","submitted_at":"2023-05-10T02:24:50Z","title":"MoCA: Memory-Centric, Adaptive Execution for Multi-Tenant Deep Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.05843","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:a3a0d78388c55745ed0f3953a8fdababe87867a4c799cae259df8c827888f2ec","target":"record","created_at":"2026-07-05T06:08:56Z","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":"c33ed2e0aba4932bfe4a905a4666b6cce448cd26d1c697846ee9d83dd6e3baee","cross_cats_sorted":["cs.AR","cs.LG"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.DC","submitted_at":"2023-05-10T02:24:50Z","title_canon_sha256":"cd10a2d7f50d71dec804ad01e297bd9f154e2d80d8666a85642d335d9622628a"},"schema_version":"1.0","source":{"id":"2305.05843","kind":"arxiv","version":1}},"canonical_sha256":"5f4c1250acfa46d37c59fd757a76b0fb96808e8497b6f013e84b84f562bd9ff5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f4c1250acfa46d37c59fd757a76b0fb96808e8497b6f013e84b84f562bd9ff5","first_computed_at":"2026-07-05T06:08:56.647697Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:08:56.647697Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JCW+F82p+6STg/ow+2Xab4moh67w5MMRJC583nZFInezqIV7LC+3f3rU5kvw9gnNONY6RsxY+gdBFEZspWHyBw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:08:56.648039Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.05843","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a3a0d78388c55745ed0f3953a8fdababe87867a4c799cae259df8c827888f2ec","sha256:389271b280eba2453c9e4c258e36354383d93bef082d500a92538f3b5e3c1988"],"state_sha256":"c3693f9c320f8930e228631666907f3369d455c718d2fecbeb9f3fbaa423b7eb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lKn3GVeEb+NZu7b1GxoHAj7gh0N4RSBowabcB9h6kyhNRVAN9Asd7wlODfnKX9RObU8A+VXT89IwMtK9tPtODw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T13:31:34.671902Z","bundle_sha256":"775da932e8b93a076569ffa8f0f8cdd86313ec8185351d4fbf155ad4f720216a"}}