Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T05:15:42.040300Z
Paper Citation Record Β· LEDGER
Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control
As of 9 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 4 inbound Pith citation observations for arXiv:2602.02987.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:31:29.232092Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-01T08:55:35.093567Z
Reference resolution
3 of 3 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a0acc500-e879-4e94-a18a-2628fd1df0df Β· outbound
This paper cites Ai R, Pan Y, Simchi-Levi D, Tambe M, Xu H (2025) Beyond majority voting: LLM aggregation by leveraging higher-order information.
Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control Ai R, Pan Y, Simchi-Levi D, Tambe M, Xu H (2025) Beyond majority voting: LLM aggregation by leveraging higher-order information
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:15:41.857474Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ce7a5c9-10d0-4715-9235-844db08ee641 Β· outbound
This paper cites Sinceπ¦ π ,π(π‘)βπ¦ β π ,π andπ¦ π,π(π‘)βπ¦ β π,π, the pool-level LP balances satisfy ππ ,πππ,ππ₯β πβππ ,ππ¦β π ,π=πππβ π,π ,π,(1βπ π ,π)ππ,ππ₯β πβππ,ππ¦β π,π=πππβ π,π,π.
Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control Sinceπ¦ π ,π(π‘)βπ¦ β π ,π andπ¦ π,π(π‘)βπ¦ β π,π, the pool-level LP balances satisfy ππ ,πππ,ππ₯β πβππ ,ππ¦β π ,π=πππβ π,π ,π,(1βπ π ,π)ππ,ππ₯β πβππ,ππ¦β π,π=πππβ π,π,π
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:15:42.040300Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d61e3fd-b5a2-45cb-afd7-64a69c392c9c Β· outbound
This paper cites Adaptively Robust LLM Inference Optimization under Prediction Uncertainty.
Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control Adaptively Robust LLM Inference Optimization under Prediction Uncertainty
Reference 2147
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:15:41.936426Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation ca0faaad-4eca-4e7a-9d2d-9941f10e71ab Β· inbound
Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving cites this paper.
Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T14:04:45.281734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 97f7bde6-736a-4574-bab8-53013be9c952 Β· inbound
Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving cites this paper.
Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T08:55:35.095534Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6c4b8a25-23f2-403d-996a-a9294bf5cff8 Β· inbound
Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving cites this paper.
Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T01:11:57.017686Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb72724a-c6e4-45f5-a5be-48031c84b077 Β· inbound
Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving cites this paper.
Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T07:31:29.232092Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.