{"as_of":"2026-08-18T03:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:96e97e50b238e6dcff6ba4a8229b8bc75964607a1597afd9a98a287ab0f6d8f4","coverage":[{"denominator":27,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":27,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-16T04:21:45.479539Z","state":"measured"},{"denominator":28,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":28,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-17T06:30:58.91139+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T15:06:48.345764Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-06T15:06:50.087202Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"cited_work":{"arxiv_id":"2505.01572","doi":null,"metadata_source":"pith","pith_arxiv_id":"2505.01572","snapshot_observed_at":"2026-08-06T15:06:50.087202Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","venue":"cs.AI","work_id":"602081a2-0a3b-4298-aec5-22fdacc201af","year":2025},"citing_paper":{"arxiv_id":"2507.16731","last_updated":"2025-07-22T16:13:43Z","snapshot_observed_at":"2026-08-16T02:08:34.366113Z","submitted_at":"2025-07-22T16:13:43Z","title":"Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges","version":1},"reference_index":135,"source":"pdf_text","source_observed_at":"2026-08-06T15:06:48.345764Z"},"links":{"cited_paper":"/paper/2505.01572","citing_paper":"/paper/2507.16731"},"observation_digest":"sha256:2079a9bcc724ac7ccef3a2128dfde15acfa6cfa305eacf7de43aee75a19b5a5f","observation_id":"cc557504-e04d-49c5-8a82-8b46d49d70a2","resolution":{"observed_at":"2026-08-06T15:06:50.091363Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2505.01572/citation-record","integrity":"/paper/2505.01572/integrity","json":"/paper/2505.01572/citation-record.json","paper":"/paper/2505.01572"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.397685Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.397685Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:3148059c5419ae5f8e1a4841daf8998ed1732349accbaef60b10318ecb360b77","observation_id":"e5d34504-1837-4c89-8c83-965bedb77f66","resolution":{"observed_at":"2026-08-16T04:21:45.397685Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.401555Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.401555Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:8ebd4ff7b8af1072df400c22dc17ababc364f45534e2e111a1c36c3f126ccda4","observation_id":"4655c361-8cb4-47d1-aa0d-51e7a8672d81","resolution":{"observed_at":"2026-08-16T04:21:45.401555Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.405191Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.405191Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:b7937f2461c2d5af582918e748d10472555becdc695d3e4e75a7be05deb071f7","observation_id":"81f846f1-3a25-4b0e-a82d-857508f1a223","resolution":{"observed_at":"2026-08-16T04:21:45.405191Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.10774","last_updated":"2024-06-14T23:32:32Z","snapshot_observed_at":"2026-08-17T10:13:54.763177Z","submitted_at":"2024-01-19T15:48:40Z","title":"Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.10774","snapshot_observed_at":"2026-08-16T04:21:45.408670Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.408670Z"},"links":{"cited_paper":"/paper/2401.10774","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:1be17ed1dd0df40d69964d2e5cebe1669af3e056c0a61baed7c8cca103bed030","observation_id":"90ec9427-cf4d-4cc3-85cc-ef7ba630f6e1","resolution":{"observed_at":"2026-08-16T04:21:45.408670Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.03374","last_updated":"2021-07-14T17:16:02Z","snapshot_observed_at":"2026-08-08T11:58:24.516369Z","submitted_at":"2021-07-07T17:41:24Z","title":"Evaluating Large Language Models Trained on Code","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.03374","snapshot_observed_at":"2026-08-16T04:21:45.411671Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.411671Z"},"links":{"cited_paper":"/paper/2107.03374","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:67da4a4a9a3b0db8c0a718a0a1da6fab709639c05517a2902c21e000edb2f5f2","observation_id":"3b10eb4d-9398-4a90-8bea-5960cd79b11f","resolution":{"observed_at":"2026-08-16T04:21:45.411671Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.08691","last_updated":"2023-07-17T17:50:36Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-07-17T17:50:36Z","title":"FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.08691","snapshot_observed_at":"2026-08-16T04:21:45.415531Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.415531Z"},"links":{"cited_paper":"/paper/2307.08691","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:f2108ffe7aa670c26c277236146003dce8800d1e1f706329f11779e9ab3cb30b","observation_id":"c56f196a-5cd1-4260-98e6-283162697b9d","resolution":{"observed_at":"2026-08-16T04:21:45.415531Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.419032Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.419032Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:920900ae03bc70a456e2538c98ec32ee807cee0f4f4761b8cc0276fe13955e2a","observation_id":"819db59c-814a-480c-a6de-d54b16fbef81","resolution":{"observed_at":"2026-08-16T04:21:45.419032Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-13T17:20:44.002518Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-16T04:21:45.421590Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.421590Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:50afdd605f387701a7978836f687d4c21763c3dbe5bdce60eda20a8e1fced153","observation_id":"e2c5376a-0797-4a64-8299-0fa7d8c2ee17","resolution":{"observed_at":"2026-08-16T04:21:45.421590Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.16710","last_updated":"2024-10-18T04:02:31Z","snapshot_observed_at":"2026-08-16T13:57:49.916883Z","submitted_at":"2024-04-25T16:20:23Z","title":"LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.16710","snapshot_observed_at":"2026-08-16T04:21:45.424666Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.424666Z"},"links":{"cited_paper":"/paper/2404.16710","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:fcd8ade7ff3a82f1950240175a91ca83062f444b69f5b802f4ae75ca6cec79d6","observation_id":"28b34f83-37f8-424e-9baa-4995f209d497","resolution":{"observed_at":"2026-08-16T04:21:45.424666Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.02057","last_updated":"2024-02-03T06:37:50Z","snapshot_observed_at":"2026-08-16T14:21:54.969828Z","submitted_at":"2024-02-03T06:37:50Z","title":"Break the Sequential Dependency of LLM Inference Using Lookahead Decoding","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.02057","snapshot_observed_at":"2026-08-16T04:21:45.427866Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.427866Z"},"links":{"cited_paper":"/paper/2402.02057","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:f10c07f2517c3073b636f9d3b8c225ecdef978dd164c0148b034b1d79e79eeee","observation_id":"5e4d4656-9eb0-4a15-8dab-280faae347f2","resolution":{"observed_at":"2026-08-16T04:21:45.427866Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.430900Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.430900Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:0e1ff18251bda7eae43a22f4e3feb0cad8759e64f912c68df901404e43f7600a","observation_id":"9e74743a-dd41-446e-a5c5-ac01f5c65e30","resolution":{"observed_at":"2026-08-16T04:21:45.430900Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.01282","last_updated":"2024-01-05T12:41:13Z","snapshot_observed_at":"2026-08-16T14:46:31.226431Z","submitted_at":"2023-11-02T14:57:03Z","title":"FlashDecoding++: Faster Large Language Model Inference on GPUs","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.01282","snapshot_observed_at":"2026-08-16T04:21:45.433419Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.433419Z"},"links":{"cited_paper":"/paper/2311.01282","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:2022c5e4981f12cca24df8c19510cbb4249b9ed42864585f0e85b655fca214bf","observation_id":"12c48339-c1d2-4668-a60c-26947b765351","resolution":{"observed_at":"2026-08-16T04:21:45.433419Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.437022Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.437022Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:f1c2901a6f8fcceb55bb485230d589dfa0817de36c3dba0c9870c5b32b79c9fe","observation_id":"5ea07fe1-c14c-47ae-b35e-357f25360bc6","resolution":{"observed_at":"2026-08-16T04:21:45.437022Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.17192","last_updated":"2023-05-18T20:28:20Z","snapshot_observed_at":"2026-08-16T07:08:26.126605Z","submitted_at":"2022-11-30T17:33:28Z","title":"Fast Inference from Transformers via Speculative Decoding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.17192","snapshot_observed_at":"2026-08-16T04:21:45.439540Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.439540Z"},"links":{"cited_paper":"/paper/2211.17192","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:ae9128ee3b31ab70bf9619aacdbab48abbb7b455291ed9b67510dffd941471e8","observation_id":"06d88699-ccee-482f-8be4-972c7b3b95cc","resolution":{"observed_at":"2026-08-16T04:21:45.439540Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.15077","last_updated":"2025-03-04T13:58:39Z","snapshot_observed_at":"2026-08-03T09:40:31.365295Z","submitted_at":"2024-01-26T18:59:01Z","title":"EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.15077","snapshot_observed_at":"2026-08-16T04:21:45.442148Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.442148Z"},"links":{"cited_paper":"/paper/2401.15077","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:d259ce48a3a97d6598820017f7fcd27b0f9f803c4497060b4d0f357858ce4d61","observation_id":"a774f26b-e15c-467a-b9bf-d2967b387428","resolution":{"observed_at":"2026-08-16T04:21:45.442148Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.445368Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.445368Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:243694258304a72d48860412e9d3444dd7d92fe419c2152d01a5c16382bf4748","observation_id":"e477f689-c708-4024-8aeb-be2e46f0c0e0","resolution":{"observed_at":"2026-08-16T04:21:45.445368Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1602.06023","last_updated":"2016-08-26T16:13:13Z","snapshot_observed_at":"2026-08-14T22:09:41.573524Z","submitted_at":"2016-02-19T02:04:18Z","title":"Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1602.06023","snapshot_observed_at":"2026-08-16T04:21:45.448213Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.448213Z"},"links":{"cited_paper":"/paper/1602.06023","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:cb5e5eb09d7d3cf574a94052c9406beac5f261f44b69fac40cf5c36da523deeb","observation_id":"cde86628-563e-4a88-816f-591c0d671b2d","resolution":{"observed_at":"2026-08-16T04:21:45.448213Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.451314Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.451314Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:df6cbbf7d782a83feb3dc219aa513589fa994197db576f9ef1506990547a7332","observation_id":"95435b0e-c68a-4704-b0a4-4a920d4e33b5","resolution":{"observed_at":"2026-08-16T04:21:45.451314Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.754135Z","title":null,"venue":null,"work_id":"0b59c63b-1800-4a15-8527-b7250152bd32","year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.454368Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:7ffb5a9329338d9de761813b3940d5d2efd304e51f6b8408ece95974334573e7","observation_id":"9e1df44a-a428-461f-aed6-b6f9d51e12c6","resolution":{"observed_at":"2026-08-16T04:21:45.756933Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.457839Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.457839Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:f90c1464f75d5ec2aec7a97fdbc940fba24f744a59e5d5b93f8f2ebe4c9fce88","observation_id":"8ec64b4e-4482-465e-9a5b-94c4fc597bb3","resolution":{"observed_at":"2026-08-16T04:21:45.457839Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.460386Z","title":"Accelerating llm inference with staged speculative decoding","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.460386Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:cee1bc3f62634de7a78610170070208334250f3313338dfefa7e8176e0be66af","observation_id":"f46f1d59-d93a-4e09-a0ef-841ea1229ba4","resolution":{"observed_at":"2026-08-16T04:21:45.460386Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.731627Z","title":null,"venue":null,"work_id":"d21beb57-bfbe-42d4-a01a-2ee46e7e2c9c","year":2018},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.463322Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:d07929dca3a38dc41a38017a5039590e84406498f893e2d79251abb9032837f2","observation_id":"59ce0bb7-d1e7-4280-8de4-e7837babbd74","resolution":{"observed_at":"2026-08-16T04:21:45.734640Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.11912","last_updated":"2024-08-04T00:58:04Z","snapshot_observed_at":"2026-08-17T05:04:48.416836Z","submitted_at":"2024-04-18T05:25:54Z","title":"TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.11912","snapshot_observed_at":"2026-08-16T04:21:45.466605Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.466605Z"},"links":{"cited_paper":"/paper/2404.11912","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:47b43123598bdadef5d51794c5db9a42e116c1d975f0ec33ddaf2506d5d4b543","observation_id":"b286eede-f055-4cfc-8be4-3dd0b000a761","resolution":{"observed_at":"2026-08-16T04:21:45.466605Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-16T04:21:45.469757Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.469757Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:52aa0ec3a11a33f2e56ea1542487ce9839f3170dca0b60c59000bac5d1c75e10","observation_id":"41a8d1be-3e27-4a65-aa8e-5160848e6a99","resolution":{"observed_at":"2026-08-16T04:21:45.469757Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.721786Z","title":null,"venue":null,"work_id":"fed8ca81-25d2-4c7c-bb29-e5dc01a8592b","year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.472211Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:84a75522a00c823a08eee0636e5d6daece5be35354f7fd09cf0cc0db9d61b84f","observation_id":"4ad22350-5548-440e-a998-748ec1bee95a","resolution":{"observed_at":"2026-08-16T04:21:45.725363Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.08168","last_updated":"2024-05-20T02:37:20Z","snapshot_observed_at":"2026-08-18T00:12:18.095284Z","submitted_at":"2023-09-15T05:34:32Z","title":"Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.08168","snapshot_observed_at":"2026-08-16T04:21:45.475660Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.475660Z"},"links":{"cited_paper":"/paper/2309.08168","citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:fe06f56d9a537071a55ab70c6e935d86b7ccadeb8a278ebb40b009cd32375ec4","observation_id":"15a3e8cf-ba16-4c83-9dd2-c293668ed499","resolution":{"observed_at":"2026-08-16T04:21:45.475660Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T04:21:45.710423Z","title":null,"venue":null,"work_id":"a6e29fe3-4506-414b-b0b7-fb2f330ae8a1","year":2024},"citing_paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-16T04:21:45.479539Z"},"links":{"citing_paper":"/paper/2505.01572"},"observation_digest":"sha256:ac60702e3d29edaf3629f409b0afb8bae50f463cd87334dfbc6b424e23db3d42","observation_id":"e7d3bf2c-e5fb-45c0-aec9-db0f5dd52d28","resolution":{"observed_at":"2026-08-16T04:21:45.714489Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.01572","last_updated":"2025-05-02T20:29:31Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-17T00:23:11.751644Z","submitted_at":"2025-05-02T20:29:31Z","title":"PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding"},"reference_resolution":{"displayed":27,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":27,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":27},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"thesis":"As of 18 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2505.01572."}