Paper Citation Record · LEDGER

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes

As of 16 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.13057.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.13057 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:51:05.804032Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

verified exact4
verified fuzzy11
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0d08f1f-31db-4785-8ed8-e8f2350470f5 · outbound

This paper cites MoonEP: A perfectly balanced expert parallelism library via dynamic redundant experts.https://github.com/ MoonshotAI/MoonEP, 2026.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes MoonEP: A perfectly balanced expert parallelism library via dynamic redundant experts.https://github.com/ MoonshotAI/MoonEP, 2026

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.311119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 99729812-fe40-44ec-b48a-c25482a62b10 · outbound

This paper cites DeepSeek-V3 Technical Report.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes DeepSeek-V3 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:05.552359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3b2fae4-fc0b-4ee1-9ded-9b8b36ae2b2d · outbound

This paper cites DeepEP: an efficient expert-parallel communication library.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes DeepEP: an efficient expert-parallel communication library

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.262431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 217c25a4-810d-49ac-a651-abba10fe9db1 · outbound

This paper cites DeepGEMM: clean and efficient FP8 GEMM kernels.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes DeepGEMM: clean and efficient FP8 GEMM kernels

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.219688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 12a20f7e-499e-4c43-ac4b-8a5a6eceb992 · outbound

This paper cites EPLB: Expert parallelism load balancer.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes EPLB: Expert parallelism load balancer

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.171421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation be4728b5-d7c7-4216-a6e4-6259a7684fc4 · outbound

This paper cites LPLB: An LP-based load bal- ancer for expert parallelism.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes LPLB: An LP-based load bal- ancer for expert parallelism

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.114689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e1bb9362-0767-4c62-b093-e05c68af33ef · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.JMLR, 23(120), 2022.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.JMLR, 23(120), 2022

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:07.054224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 18592202-9154-4e88-bb86-425cebb1af73 · outbound

This paper cites Garey and David S.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Garey and David S

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:06.993036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7392044b-72ad-4e8c-aab0-fafbdb605e8c · outbound

This paper cites ViBE: Co-Optimizing Workload Skew and Hardware Variability for MoE Serving.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes ViBE: Co-Optimizing Workload Skew and Hardware Variability for MoE Serving

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:51:06.609265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 084c7b5c-d977-4e73-8a7d-2626153073f1 · outbound

This paper cites an unresolved cited work.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:06.956167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4cd430e3-9734-4038-98e0-98c33048b18f · outbound

This paper cites Mixture-of-Experts Serving.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Mixture-of-Experts Serving

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:51:06.541624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cebbbd22-2e74-4303-b99f-0d8f131e19f3 · outbound

This paper cites GShard: Scaling gi- ant models with conditional computation and automatic sharding.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes GShard: Scaling gi- ant models with conditional computation and automatic sharding

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:06.901403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a0ccf8db-c7f9-4846-92db-ab5aee1c86e4 · outbound

This paper cites Effi- cient MoE serving in the memory-bound regime: Bal- ance activated experts, not tokens.arXiv preprint arXiv:2512.09277, 2025.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Effi- cient MoE serving in the memory-bound regime: Bal- ance activated experts, not tokens.arXiv preprint arXiv:2512.09277, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:05.703170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9035bb99-9989-482a-ac1f-f040f611533a · outbound

This paper cites Least-loaded expert parallelism: Load balancing an imbalanced mixture-of-experts.arXiv preprint arXiv:2601.17111, 2026.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Least-loaded expert parallelism: Load balancing an imbalanced mixture-of-experts.arXiv preprint arXiv:2601.17111, 2026

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:05.710534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060bc456-b0af-4d7e-afdb-d013ae6b9acd · outbound

This paper cites Flex- MoE: Scaling large-scale sparse pre-trained model train- ing via dynamic device placement.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Flex- MoE: Scaling large-scale sparse pre-trained model train- ing via dynamic device placement

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:06.856319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 18e68760-099c-4393-8b37-ed9d6c2db12f · outbound

This paper cites Outrageously large neural networks: The sparsely-gated mixture-of-experts layer.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Outrageously large neural networks: The sparsely-gated mixture-of-experts layer

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:05.735820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fe449be-b7a9-42af-b4e4-5933f55243fe · outbound

This paper cites UltraEP: Unleash MoE Training and Inference on Rack-Scale Nodes with Near-Optimal Load Balancing.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes UltraEP: Unleash MoE Training and Inference on Rack-Scale Nodes with Near-Optimal Load Balancing

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:51:06.233480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 50d60cf6-f505-4bbb-b77b-1d089c5fcf27 · outbound

This paper cites Parallel machine scheduling with splitting jobs.Discrete Applied Mathe- matics, 103(1-3):259–269, 2000.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Parallel machine scheduling with splitting jobs.Discrete Applied Mathe- matics, 103(1-3):259–269, 2000

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:06.777448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation af3da88a-436a-4e25-ae08-a94362ea0b34 · outbound

This paper cites Taming latency-memory trade-off in MoE- based LLM serving via fine-grained expert offloading.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Taming latency-memory trade-off in MoE- based LLM serving via fine-grained expert offloading

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:05.769408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84356996-908d-4f68-a0c7-e4faa9375a87 · outbound

This paper cites Beyond Uniform Experts: Cost-Aware Expert Execution for Efficient Multi-Device MoE Inference.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes Beyond Uniform Experts: Cost-Aware Expert Execution for Efficient Multi-Device MoE Inference

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:51:06.038208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 78c3e655-5296-4842-bda4-46a7fd9791c6 · outbound

This paper cites SmartMoE: Efficiently training sparsely-activated models through combining offline and online parallelization.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes SmartMoE: Efficiently training sparsely-activated models through combining offline and online parallelization

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:06.716425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 503da9b6-7ba3-415c-b33c-8055efee9999 · outbound

This paper cites TAOT: Topology-Aware Optimal Transport for Dynamic Expert Replica Placement in MoE Training.

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes TAOT: Topology-Aware Optimal Transport for Dynamic Expert Replica Placement in MoE Training

Reference 22

Resolution: malformed identifier; local_arxiv, observed 2026-08-15T17:51:05.926421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.