Paper Citation Record · LEDGER

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning

As of 20 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2608.12146.

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

pith.paper-citation-record.v1
2608.12146 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:21:54.761974Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

44 of 44 outbound references displayed

verified exact4
verified fuzzy1
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a5f21f0-5d42-4425-bd1c-e15eb234944c · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.627059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5179deb7-764b-40b5-b2b0-38f6adc48329 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.535852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 571272cf-22e5-43e1-8a2d-01a521bd8c84 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.526943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4cc9d39-71fb-44c9-abe4-c48c31c8a3f9 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.517749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6f334e55-e3c8-4ae4-ba3e-113de5c77cab · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.508702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5361ba06-68d6-40a8-aac5-1498bb8c7fc3 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.500366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e06795a9-5114-4ac2-a955-ff8bb048358f · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 7

Resolution: verified exact; doi, observed 2026-08-16T00:21:54.811899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd201331-e513-4d18-a5ed-464d15ecb19a · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.492424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4f536f83-d30c-4de3-bace-4e989698d753 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.654153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a671b27-7821-4658-b165-e46f9dabba57 · outbound

This paper cites Fu, Stefano Ermon, Atri Rudra, and Christopher Ré.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Fu, Stefano Ermon, Atri Rudra, and Christopher Ré

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.660192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6de07df-e7a6-49d7-a71d-940414ecfe27 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.666986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b80416-e474-4afb-a884-b0e5e8f97732 · outbound

This paper cites DeepSeek-V3 Technical Report.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning DeepSeek-V3 Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.670330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aecb187-3af9-4355-a541-401f639e71d4 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.673546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f91b49-f0e4-484c-a3be-bae211de684a · outbound

This paper cites AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.676497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf47ad36-7518-425e-b39c-ed6ee5a663a9 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.679907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af4d5732-21cf-423b-b5e3-0c4199e3d959 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.682848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79cfd111-dc27-4e0d-a05a-febbe73b981c · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.466573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4549ed93-15d3-4496-9908-f92de49c7839 · outbound

This paper cites ReLibra: Routing-Replay-Guided Load Balancing for MoE Training in Reinforcement Learning.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning ReLibra: Routing-Replay-Guided Load Balancing for MoE Training in Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.689023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732a1b45-926c-47f2-9289-3bc7a4721dda · outbound

This paper cites Kimi Linear: An Expressive, Efficient Attention Architecture.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Kimi Linear: An Expressive, Efficient Attention Architecture

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.692347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 439d5737-cbbe-493b-b966-0aadd103cf02 · outbound

This paper cites Daniel Gelatt, and Mario P.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Daniel Gelatt, and Mario P

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.695506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4261e3-7412-42dc-8d06-8e2b313b5415 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.698368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 867d1ac4-b27a-4d47-b52d-8130b183c446 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.701524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38c40edb-9444-4d2d-980b-7b6e5290bb88 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.704425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2924d5-8ba7-4459-86ea-a94662e73dcc · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.458301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9a92c960-26d5-4d35-9904-c70d4f5eeb26 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.449195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 32fa9b48-8c87-4634-b161-761839340fe3 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.440866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9d273c59-a82d-4460-b566-6edf6b74bd87 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.432898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9c73c812-7c6f-4db6-a91d-3796ffed8715 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.719041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b60def9e-0f12-4fa9-97a7-88aa32eb0533 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.721991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 226e0420-db5d-4731-82c2-2dadb3198b5e · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 30

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:21:55.068749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9fe077df-1372-4799-b384-f6b12e8e6a5b · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.730856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05a6969-db75-4ceb-ad82-d8de1c3de9a5 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.414648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f660d73d-f22d-4232-9eae-26d7a3f9c7a7 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.405576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f914ad2f-434e-429f-ab77-1d9da824ff48 · outbound

This paper cites Libra: Taming Attention Workload Skew in Long-Context LLM Training with Bounded Sequence Pool.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Libra: Taming Attention Workload Skew in Long-Context LLM Training with Bounded Sequence Pool

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:21:55.009754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e12cfb08-e35e-4fc8-b03a-b2da36c6273b · outbound

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

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning UltraEP: Unleash MoE Training and Inference on Rack-Scale Nodes with Near-Optimal Load Balancing

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.742670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acbc14a1-de34-4499-a762-f5564a277a1d · outbound

This paper cites mHC: Manifold-Constrained Hyper-Connections.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning mHC: Manifold-Constrained Hyper-Connections

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.745983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64bc2ae2-aa14-45d9-b056-b1d2e6f3c79c · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.397400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 194e7b0c-744e-4013-877b-e47cfdce947c · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.389127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4bf066ee-1721-4de1-b28d-7277af31496e · outbound

This paper cites Harnessing Routing Foresight for Micro-step-level MoE load balancing in RL Post-training.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Harnessing Routing Foresight for Micro-step-level MoE load balancing in RL Post-training

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:21:54.825288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d3b8d113-8cc5-44b9-8d87-dd9e718f4157 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:21:55.380764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e22a0c1e-7e3e-4428-80ec-708fd19b5e00 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.657098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c68de658-1592-4c57-aa88-53c394d1c602 · outbound

This paper cites Work in progress.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Work in progress

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:21:55.474781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ece096bf-6ede-4fce-8852-430825ca748e · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.725221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a45308c-7100-4edf-90a1-8b9c27d45f03 · outbound

This paper cites an unresolved cited work.

RoutePack: Expert Placement and Attention-Aware Data Packing for MoE Reinforcement Learning Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T00:21:54.752544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.