ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL | Paper Citation Record

Observation 3349a32d-f86a-4dba-ace2-14acadab4302 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.878845Z

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Observation 8ed6382b-2ac2-4e62-975e-2d375f549d36 · outbound

This paper cites Li, Ryota Tomioka, and Milan Vojnovic.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Li, Ryota Tomioka, and Milan Vojnovic

Reference 2

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Observation 1d90ea0c-1c10-47c8-9e93-ff37258de499 · outbound

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ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 3

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Observation 13a92ec5-dd67-4210-9455-541276dc9aa2 · outbound

This paper cites Hegde, Connor Chen, Charlie Ruan, Tyler Griggs, Shu Liu, Eric Tang, Richard Liaw, Philipp Moritz, Matei Zaharia, Joseph E.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Hegde, Connor Chen, Charlie Ruan, Tyler Griggs, Shu Liu, Eric Tang, Richard Liaw, Philipp Moritz, Matei Zaharia, Joseph E

Reference 4

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Observation 79ec03cb-c279-484f-8458-da9c4a46a58a · outbound

This paper cites arXiv preprint arXiv:2511.16108(2025).

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL arXiv preprint arXiv:2511.16108(2025)

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.183793Z

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Observation 07faa37e-2442-405a-9ca9-8375c583dcd8 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.180529Z

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Observation 77d40d98-79fe-4953-a270-05202872ba14 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.881126Z

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Observation 7b6feaa1-de39-4be6-b913-be134af9fc20 · outbound

This paper cites Lmcache: An efficient kv cache layer for enterprise-scale llm inference.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Lmcache: An efficient kv cache layer for enterprise-scale llm inference

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.351843Z

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Observation 7c41b9ce-aa19-40de-9e81-9d6b3325e23b · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.875983Z

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Observation a6258ea0-4391-44f3-9917-9a06a4b0c87b · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.855575Z

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Observation 6ca2e847-022a-4b2b-af0f-431df60dfd0f · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.851666Z

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Observation a0b35315-4e73-4c24-8468-442ff27ad9bd · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.793415Z

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Observation 4954c3d8-c85b-4a3f-bc84-64fb8342e5c9 · outbound

This paper cites InProceedings of the 2021 ACM SIGCOMM 2021 Conference.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL InProceedings of the 2021 ACM SIGCOMM 2021 Conference

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T08:39:53.785712Z

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Observation 1c034139-ad48-4e83-8dd0-bdb1208ffa75 · outbound

This paper cites Group-in-Group Policy Optimization for LLM Agent Training.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Group-in-Group Policy Optimization for LLM Agent Training

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.188337Z

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Observation c8d41c7b-54d7-49c3-956c-9f7b5f1f58f5 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.862397Z

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Observation 7954dc54-1c83-47d4-9ed3-518e56ccac53 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 18

Resolution: malformed identifier; arxiv_id, observed 2026-05-21T08:39:53.337920Z

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Observation 9cbd6f9b-8f3e-4349-8e24-2d4e9cdbb3ac · outbound

This paper cites Rollpacker: Mitigating long-tail rollouts for fast, synchronous rl post-training.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Rollpacker: Mitigating long-tail rollouts for fast, synchronous rl post-training

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.322937Z

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Observation f2dec488-6840-4491-b238-4a68e916fd8e · outbound

This paper cites Rollart: Scaling agentic rl training via disaggregated infrastructure.arXiv preprint arXiv:2512.22560.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Rollart: Scaling agentic rl training via disaggregated infrastructure.arXiv preprint arXiv:2512.22560

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.297334Z

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Observation 3a6dcea3-9979-4a8a-80c7-25e9f0f4647f · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.778185Z

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Observation 3a5b35f5-75b6-4b8f-83cb-0abadb379eba · outbound

This paper cites In16th USENIX Symposium on Oper- ating Systems Design and Implementation (OSDI 22).

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL In16th USENIX Symposium on Oper- ating Systems Design and Implementation (OSDI 22)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T08:39:53.781065Z

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Observation e5ed996a-e8b6-4c17-a9f2-f131e885f42d · outbound

This paper cites AsyncFlow: An Asynchronous Streaming RL Framework for Efficient LLM Post-Training.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL AsyncFlow: An Asynchronous Streaming RL Framework for Efficient LLM Post-Training

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.267980Z

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Observation f3e0f8f4-5489-489c-8e95-fec71d144528 · outbound

This paper cites Reasoning through exploration: A reinforcement learning framework for robust function calling.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Reasoning through exploration: A reinforcement learning framework for robust function calling

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.260846Z

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Observation b06f79a5-9744-48b9-92ff-60ae59334d14 · outbound

This paper cites Squillante.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Squillante

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.019142Z

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Observation 532853be-3f57-45bc-b651-5d8fc21e6eb4 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.833993Z

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Observation 2cbc7f6b-7da4-453e-aaa2-1a48b797e015 · outbound

This paper cites History Rhymes: Accelerating LLM Reinforcement Learning with RhymeRL.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL History Rhymes: Accelerating LLM Reinforcement Learning with RhymeRL

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.249603Z

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Observation 2a6ed7cb-93a5-42a9-84b2-9d9424fb38b8 · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.278478Z

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Observation d28ac56f-5e79-46ca-a868-240486f2cdb6 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 29

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Observation 7b734131-75c3-4b5f-97fe-b5bb97a97f36 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 30

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T08:39:53.347767Z

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Observation 4cea67d3-dbd9-48e5-8b05-08c7965e3481 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.829779Z

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Observation 935c6620-bd04-4b0b-9819-286198344990 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Sto- ica.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Gonzalez, Hao Zhang, and Ion Sto- ica

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T08:39:53.823039Z

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Observation 488a1f7d-04fe-44d0-9060-d8e5e212aa49 · outbound

This paper cites Lyra: Elastic scheduling for deep learning clusters.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Lyra: Elastic scheduling for deep learning clusters

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T08:39:53.007806Z

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Observation e3c70477-f1f8-4673-8a77-dc756219ff73 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.820922Z

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Observation a4c0696b-4908-4827-8f28-deeddd9db38d · outbound

This paper cites Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.355030Z

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Observation 1edfcfbf-f389-4c0e-bca3-04a74ca3b040 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.831862Z

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Observation 89169ff8-d568-4f42-a044-c90539807a97 · outbound

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ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.860455Z

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Observation faa9b3c0-a1ba-4dba-b3f6-2dd607b8e6bf · outbound

This paper cites InProceedings of the ACM SIGCOMM 2024 Con- ference.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL InProceedings of the ACM SIGCOMM 2024 Con- ference

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T08:39:53.840566Z

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Observation d5410e0e-dcf0-450b-9c96-ca8b218fb5a8 · outbound

This paper cites InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.204732Z

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Observation 3bac49d6-de77-4a27-9739-59c3cea682c7 · outbound

This paper cites Part ii: Roll flash–accelerating rlvr and agentic training with asynchrony.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Part ii: Roll flash–accelerating rlvr and agentic training with asynchrony

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.293753Z

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Observation 2a90d8cb-c65c-44d8-840e-40caa402f528 · outbound

This paper cites UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.245323Z

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Observation e26c7267-d37a-493f-8e80-818c0a4f712c · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.838527Z

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Observation 8f5dd2b7-abcf-4f5d-bfbc-623316fb8260 · outbound

This paper cites GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.344575Z

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Observation e3da2429-473e-4494-9dea-c1f64d4d5b12 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.836286Z

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Observation 53e25f4c-542d-48b5-901b-2d66438f1853 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.845158Z

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Observation aee24785-ea41-45d9-93e1-b7a00b666255 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.864580Z

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Observation d3b1c5be-ed10-4f7d-abe2-126030fe07ac · outbound

This paper cites Reiner Pope, Sholto Douglas, Aakanksha Chowdhery, Jacob Devlin, James Bradbury, Anselm Lev- skaya, Jonathan Heek, Kefan Xiao, Shivani Agrawal, and Jeff Dean.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Reiner Pope, Sholto Douglas, Aakanksha Chowdhery, Jacob Devlin, James Bradbury, Anselm Lev- skaya, Jonathan Heek, Kefan Xiao, Shivani Agrawal, and Jeff Dean

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T08:39:53.024345Z

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Observation dfbeedee-3cf8-47fd-8389-fc1a6f40e3ee · outbound

This paper cites ConServe: Fine-Grained GPU Harvesting for LLM Online and Offline Co-Serving.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL ConServe: Fine-Grained GPU Harvesting for LLM Online and Offline Co-Serving

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.282201Z

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Observation 67669c22-8f76-4493-a170-77c262721234 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.869263Z

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Observation ffbfff9d-7a2c-4cfd-a8d2-3cf46caa70ab · outbound

This paper cites Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.333910Z

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Observation d09091f9-49fd-45d4-a9e7-6b99992b5f7a · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.847487Z

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Observation 8b82e5ed-2774-4890-a75d-f7685859c731 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.827499Z

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Observation 5412bea4-b3ca-4ee3-980e-7c41b3819e9b · outbound

This paper cites Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.221001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9fb95a3d-52ce-4a82-ad20-b73f8a39e7da · outbound

This paper cites Overcoming the Communication-Performance Tradeoff in LLM Pretraining.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Overcoming the Communication-Performance Tradeoff in LLM Pretraining

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-24T02:22:54.639277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f374cf90-96ae-46ac-a8e1-2baf92111f14 · outbound

This paper cites Horovod: fast and easy distributed deep learning in TensorFlow.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Horovod: fast and easy distributed deep learning in TensorFlow

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.228630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fcc3354a-5429-4fa3-8f4f-57c506373649 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.808107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 317cb998-9f95-4219-8efb-72cae6b151e7 · outbound

This paper cites Beat the long tail: Distribution-aware speculative decoding for rl training.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Beat the long tail: Distribution-aware speculative decoding for rl training

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.232970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b4dd8b8-85a4-40d2-967c-bc41d1c95734 · outbound

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

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.307881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e31dceb3-4787-4f5d-946d-76d96bac048d · outbound

This paper cites Laminar: A scalable asyn- chronous rl post-training framework.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Laminar: A scalable asyn- chronous rl post-training framework

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.304646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d94bd0d9-9332-4869-8cde-9a871cc3d6bf · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL HybridFlow: A Flexible and Efficient RLHF Framework

Reference 60

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.212493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d1479110-4e15-44e6-baf9-4788c6469cc1 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.849518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 104d01d8-9f95-41d1-8650-54029876d281 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.285969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d855fa2-a882-4567-a143-be86c2834a3a · outbound

This paper cites ALFWorld: Aligning Text and Embodied Environments for Interactive Learning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.315343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 921708fe-d39f-486d-a71a-3ef94d47c76b · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.795951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b532f11c-e48a-4a89-9802-8d45e03d1b65 · outbound

This paper cites Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.264247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c76313f-bd34-4fc1-988e-b97743da1a34 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.843097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 05def486-d3a4-4b0e-8b25-28e5ea7c9d97 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.790760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1405bbff-9061-4362-aac0-643eb4127f38 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.800756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 322a9c6b-976c-4533-aa96-d91e5967aeaf · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.803790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d2f7b234-e637-4a7a-8c4c-15610da0c84e · outbound

This paper cites Reinforcement Learning Optimization for Large-Scale Learning: An Efficient and User-Friendly Scaling Library.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Reinforcement Learning Optimization for Large-Scale Learning: An Efficient and User-Friendly Scaling Library

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.289906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b562ace0-60ba-4843-97d6-141678789042 · outbound

This paper cites Let it flow: Agentic crafting on rock and roll, building the rome model within an open agentic learning ecosystem.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Let it flow: Agentic crafting on rock and roll, building the rome model within an open agentic learning ecosystem

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.301248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 34eb5215-4a35-4947-8f3d-1b84e4ed133e · outbound

This paper cites BurstGPT: A Real-world Workload Dataset to Optimize LLM Serving Systems.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL BurstGPT: A Real-world Workload Dataset to Optimize LLM Serving Systems

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.241704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bde49e18-d5bd-44c1-a0df-353fa0ad7f91 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.818676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8f98d5e-a0f1-424e-aa0f-bb946ff89df3 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.810675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a969a22d-1863-4f37-9879-4282b2d72c0e · outbound

This paper cites Rollmux: Phase-level multiplex- ing for disaggregated rl post-training.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Rollmux: Phase-level multiplex- ing for disaggregated rl post-training

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.271520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07c4c85e-3489-4c37-935a-494b0781c983 · outbound

This paper cites RLBoost: Harvesting Preemptible Resources for Cost-Efficient Reinforcement Learning on LLMs.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL RLBoost: Harvesting Preemptible Resources for Cost-Efficient Reinforcement Learning on LLMs

Reference 76

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T08:39:53.192515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e05724d1-6c81-4d84-b112-d55252974934 · outbound

This paper cites MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.208971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1fb5416a-7216-4e53-a161-402da07cac86 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.798185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6039143f-e61f-4a55-812f-c917ec5e296c · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.805992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f861fc33-b81a-48f0-ac73-82ebe9c41a0d · outbound

This paper cites Towards Efficient and Practical GPU Multitasking in the Era of LLM.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Towards Efficient and Practical GPU Multitasking in the Era of LLM

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.318914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 225e304b-7a05-45c6-a4bd-c0a475a35641 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.813203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3b750505-78dd-45e4-bef0-e2c9a67e22c0 · outbound

This paper cites Qwen3 Technical Report.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Qwen3 Technical Report

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.311663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 189fef69-51a0-4caf-9c2d-a20fc04556ed · outbound

This paper cites Sparse Gradient Compression for Fine-Tuning Large Language Models.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Sparse Gradient Compression for Fine-Tuning Large Language Models

Reference 83

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.216763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dcca0704-087c-4188-9651-9ef24a9068d1 · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL SWE-smith: Scaling Data for Software Engineering Agents

Reference 84

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.253434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ccb98eff-26f8-4e40-9502-b36564ea5905 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.853563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 81aa4c7c-fa99-4278-bbf4-f768a620a14b · outbound

This paper cites DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.327060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2ab696df-27d7-417e-b41f-ffbad4d82d3d · outbound

This paper cites Lambdas- cale: Enabling fast scaling for serverless large language model inference.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Lambdas- cale: Enabling fast scaling for serverless large language model inference

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.237338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 91064bc4-92e4-42e6-a56a-e8aac892641b · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 88

Resolution: verified exact; local_arxiv, observed 2026-05-21T08:39:53.225109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa4aec34-c9de-49e8-9f2e-7c79b40d25c5 · outbound

This paper cites Prism: Cost-Efficient Multi-LLM Serving via GPU Memory Ballooning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Prism: Cost-Efficient Multi-LLM Serving via GPU Memory Ballooning

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-06-12T02:08:18.534775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a7a534cc-e79c-4edd-b9af-1ea11752ac13 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.858036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4aeffa84-095f-45cf-8f3c-4cec2db7a293 · outbound

This paper cites Speed-rl: Faster training of reasoning models via online curriculum learning.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Speed-rl: Faster training of reasoning models via online curriculum learning

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.341207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5689416-4417-4ade-b42a-f2ea026da362 · outbound

This paper cites SeaLLM: Service-Aware and Latency-Optimized Resource Sharing for Large Language Model Inference.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL SeaLLM: Service-Aware and Latency-Optimized Resource Sharing for Large Language Model Inference

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.275321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0ecd1741-07da-4d45-bbd1-0bd2f68aacd5 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.825293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99e4c427-1350-4aaa-bef3-db35fa1bc34b · outbound

This paper cites Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.200705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9e3e8fec-70f5-4cbf-ba12-ca1aef2bab4c · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.816441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a096d9f-ad4a-47de-855b-debc9c8ae7bf · outbound

This paper cites StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation

Reference 96

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:39:53.330649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation daf46e83-8827-46b9-bd25-d3fb79fb07e7 · outbound

This paper cites an unresolved cited work.

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-05-21T08:39:53.788222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2a964a8a-6faf-4232-bbe3-c5a2f2162b95 · outbound

This paper cites In22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI 25).

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL In22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI 25)

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T08:39:53.783285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers