{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:FYAZNP5HZWUEOE4B4QICBKITBQ","short_pith_number":"pith:FYAZNP5H","canonical_record":{"source":{"id":"2501.13111","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-08T14:38:13Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"1658f00c70e4012965d7fd880f9fe90c3adf316d58fdf7a3ed2ea04e47cbbdab","abstract_canon_sha256":"395783aa412543e9cf5ab8df4949d0eee1d52cc0b07281a261df8fb9cf47230d"},"schema_version":"1.0"},"canonical_sha256":"2e0196bfa7cda8471381e41020a9130c3f79f2e5b9f6bbf083a8ca6ceea02d9c","source":{"kind":"arxiv","id":"2501.13111","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.13111","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"arxiv_version","alias_value":"2501.13111v1","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.13111","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_12","alias_value":"FYAZNP5HZWUE","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_16","alias_value":"FYAZNP5HZWUEOE4B","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_8","alias_value":"FYAZNP5H","created_at":"2026-07-05T10:04:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:FYAZNP5HZWUEOE4B4QICBKITBQ","target":"record","payload":{"canonical_record":{"source":{"id":"2501.13111","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-08T14:38:13Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"1658f00c70e4012965d7fd880f9fe90c3adf316d58fdf7a3ed2ea04e47cbbdab","abstract_canon_sha256":"395783aa412543e9cf5ab8df4949d0eee1d52cc0b07281a261df8fb9cf47230d"},"schema_version":"1.0"},"canonical_sha256":"2e0196bfa7cda8471381e41020a9130c3f79f2e5b9f6bbf083a8ca6ceea02d9c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:04:23.457952Z","signature_b64":"wwQ+AqLzzeDLZqfjCtxpM6TQ/WFh2h9QwdreTI+tI5FsVBVezpSWuSvs4qDHtXirUnCLKjl8NEklxBCQtjUACg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2e0196bfa7cda8471381e41020a9130c3f79f2e5b9f6bbf083a8ca6ceea02d9c","last_reissued_at":"2026-07-05T10:04:23.457464Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:04:23.457464Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.13111","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":"2026-07-05T10:04:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LpasUMldGzqIn72p0oqNW+QYv+TQa5Ev3bvBA7iH7q55aYE7eoJDansV9K5AKMwYmaSy56ly4/GF//kJBW1uAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T15:44:25.493198Z"},"content_sha256":"05910658e015d950ef19ff7abb126882bae4cbd8370f9d62b18401ddfebb160f","schema_version":"1.0","event_id":"sha256:05910658e015d950ef19ff7abb126882bae4cbd8370f9d62b18401ddfebb160f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:FYAZNP5HZWUEOE4B4QICBKITBQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"iServe: An Intent-based Serving System for LLMs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.SE","authors_text":"Dimitrios Liakopoulos, Neeraja J. Yadwadkar, Prasoon Sinha, Tianrui Hu","submitted_at":"2025-01-08T14:38:13Z","abstract_excerpt":"Large Language Models (LLMs) are becoming ubiquitous across industries, where applications demand they fulfill diverse user intents. However, developers currently face the challenge of manually exploring numerous deployment configurations - combinations of parallelism and compression techniques that impact resource usage, latency, cost, and accuracy - to meet these intents. Assessing the impact of these configurations on user metrics requires extensive, costly profiling for each model. Existing approaches avoid this expense by using fixed, static configurations, but this often leads to sub-opt"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.13111","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/2501.13111/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":"2026-07-05T10:04:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gUCyVn8s/WA0NWNSXstjL13Hj6Vghsa87eAmC3moMW453AaIQdUNlh/aXsDDbAMOuXhMAOC8/cWe0UxMTJXZCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T15:44:25.493752Z"},"content_sha256":"5f130a6fefd865cd8b095e981107ae65d0ca5de1328e5592176bc68cf43ac4f0","schema_version":"1.0","event_id":"sha256:5f130a6fefd865cd8b095e981107ae65d0ca5de1328e5592176bc68cf43ac4f0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/bundle.json","state_url":"https://pith.science/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/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":"2026-08-04T15:44:25Z","links":{"resolver":"https://pith.science/pith/FYAZNP5HZWUEOE4B4QICBKITBQ","bundle":"https://pith.science/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/bundle.json","state":"https://pith.science/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FYAZNP5HZWUEOE4B4QICBKITBQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FYAZNP5HZWUEOE4B4QICBKITBQ","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":"395783aa412543e9cf5ab8df4949d0eee1d52cc0b07281a261df8fb9cf47230d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-08T14:38:13Z","title_canon_sha256":"1658f00c70e4012965d7fd880f9fe90c3adf316d58fdf7a3ed2ea04e47cbbdab"},"schema_version":"1.0","source":{"id":"2501.13111","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.13111","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"arxiv_version","alias_value":"2501.13111v1","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.13111","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_12","alias_value":"FYAZNP5HZWUE","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_16","alias_value":"FYAZNP5HZWUEOE4B","created_at":"2026-07-05T10:04:23Z"},{"alias_kind":"pith_short_8","alias_value":"FYAZNP5H","created_at":"2026-07-05T10:04:23Z"}],"graph_snapshots":[{"event_id":"sha256:5f130a6fefd865cd8b095e981107ae65d0ca5de1328e5592176bc68cf43ac4f0","target":"graph","created_at":"2026-07-05T10:04:23Z","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/2501.13111/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) are becoming ubiquitous across industries, where applications demand they fulfill diverse user intents. However, developers currently face the challenge of manually exploring numerous deployment configurations - combinations of parallelism and compression techniques that impact resource usage, latency, cost, and accuracy - to meet these intents. Assessing the impact of these configurations on user metrics requires extensive, costly profiling for each model. Existing approaches avoid this expense by using fixed, static configurations, but this often leads to sub-opt","authors_text":"Dimitrios Liakopoulos, Neeraja J. Yadwadkar, Prasoon Sinha, Tianrui Hu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-08T14:38:13Z","title":"iServe: An Intent-based Serving System for LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.13111","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":"sha256:05910658e015d950ef19ff7abb126882bae4cbd8370f9d62b18401ddfebb160f","target":"record","created_at":"2026-07-05T10:04:23Z","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":"395783aa412543e9cf5ab8df4949d0eee1d52cc0b07281a261df8fb9cf47230d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-01-08T14:38:13Z","title_canon_sha256":"1658f00c70e4012965d7fd880f9fe90c3adf316d58fdf7a3ed2ea04e47cbbdab"},"schema_version":"1.0","source":{"id":"2501.13111","kind":"arxiv","version":1}},"canonical_sha256":"2e0196bfa7cda8471381e41020a9130c3f79f2e5b9f6bbf083a8ca6ceea02d9c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e0196bfa7cda8471381e41020a9130c3f79f2e5b9f6bbf083a8ca6ceea02d9c","first_computed_at":"2026-07-05T10:04:23.457464Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:04:23.457464Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wwQ+AqLzzeDLZqfjCtxpM6TQ/WFh2h9QwdreTI+tI5FsVBVezpSWuSvs4qDHtXirUnCLKjl8NEklxBCQtjUACg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:04:23.457952Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.13111","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:05910658e015d950ef19ff7abb126882bae4cbd8370f9d62b18401ddfebb160f","sha256:5f130a6fefd865cd8b095e981107ae65d0ca5de1328e5592176bc68cf43ac4f0"],"state_sha256":"9e2d9cbb9c2490fa43fc2c23c0ee0dc2b442120e8de6699314fe9a7902580453"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R6N5pU50cdLD+cnK2YoeB7dFIPUqn2AXgC6jqcNHhr6hhGrs1ik10VANIjt15QSBQOwBOeb5Kntnf18oAcnUAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T15:44:25.498863Z","bundle_sha256":"c1413fd913f345e08a87f632dcb8a0fde82b79b5e8a59a7a369df8fc0d338653"}}