Paper Citation Record · LEDGER

Process Reward Informed Tree Rollout for Effective Multi-Turn RL

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2607.15610.

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

pith.paper-citation-record.v1
2607.15610 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T22:51:02.115809Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

52 of 52 outbound references displayed

verified exact0
verified fuzzy0
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc654b2b-d399-4ac3-bb76-dc3e5a7b49ff · outbound

This paper cites Agentic Reinforced Policy Optimization.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Agentic Reinforced Policy Optimization

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.855827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af78faa-aa71-4e41-a3a5-aa37f897a72f · outbound

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

Process Reward Informed Tree Rollout for Effective Multi-Turn RL DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.862640Z

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Observation d266afe9-452f-42fb-9f2e-54c0854fbfac · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.867466Z

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Observation ceda4a33-923c-4f12-abc3-ca1097d64285 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in Neural Information Processing Systems , volume=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.872812Z

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Observation 11173a2b-ceb1-4a1b-944e-6b0beb524a81 · outbound

This paper cites arXiv preprint arXiv:2602.22817 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2602.22817 , year=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.878075Z

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Observation 64c0fd4b-8384-4fa9-8a1b-84f79f30dfb6 · outbound

This paper cites arXiv preprint arXiv:2509.06040 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2509.06040 , year=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.882565Z

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Unavailable: canonical work link unavailable.

Observation b8af38c2-5456-4162-b519-7ed240284fe8 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in Neural Information Processing Systems , volume=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.887952Z

Source-reported events for the cited work

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Observation d980537e-6949-4b51-a9d2-f9032e0bee0b · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in Neural Information Processing Systems , volume=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.892992Z

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Observation c17c63ae-e387-4181-9083-421ea1a67109 · outbound

This paper cites arXiv preprint arXiv:2603.03078 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2603.03078 , year=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.897762Z

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Observation a1c6a846-5789-41fe-b98c-d59c96edafdf · outbound

This paper cites arXiv preprint arXiv:2511.16108 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2511.16108 , year=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.902422Z

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Observation bf37dc69-9ff4-49e7-966e-590967662b13 · outbound

This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.907282Z

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Observation c3369599-5db8-429f-bf20-1b03f9917d68 · outbound

This paper cites Advances in neural information processing systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in neural information processing systems , volume=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.912213Z

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Observation 3a644d5f-e4da-4824-9785-b8729c3db3eb · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.916601Z

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Observation 4a037f56-8f47-4f3f-ad54-cee3b2c3fba0 · outbound

This paper cites arXiv preprint arXiv:2407.01476 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2407.01476 , year=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.921572Z

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Unavailable: canonical work link unavailable.

Observation 9cb62683-61db-48f2-b63c-25c1b718a0cd · outbound

This paper cites TSR: Trajectory-Search Rollouts for Multi-Turn RL of LLM Agents.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL TSR: Trajectory-Search Rollouts for Multi-Turn RL of LLM Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.926088Z

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Unavailable: canonical work link unavailable.

Observation 76d710ab-ab6d-47ec-90a7-b16436448d20 · outbound

This paper cites arXiv preprint arXiv:2603.02216 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2603.02216 , year=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.931380Z

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Observation 0595bac0-09dc-473d-97ec-77345758cebb · outbound

This paper cites arXiv preprint arXiv:2510.14545 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2510.14545 , year=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.936445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31f50e61-ee74-448b-b5e9-749f725fe73a · outbound

This paper cites an unresolved cited work.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.942075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc1243b5-7dda-455d-a4a6-c4b49a9be0ef · outbound

This paper cites TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.946686Z

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Unavailable: canonical work link unavailable.

Observation 053ca571-7a11-480d-a77e-2b38be2ce1ee · outbound

This paper cites arXiv preprint arXiv:2512.08153 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2512.08153 , year=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.952267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69dbb63a-ebc6-4007-9b44-5d513f8f1081 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.957238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e9ea15-985d-4c67-a444-d926277ba6d5 · outbound

This paper cites arXiv preprint arXiv:2603.00296 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2603.00296 , year=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.961785Z

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Unavailable: canonical work link unavailable.

Observation ca1c3646-9076-402a-b257-8b84b5901d4b · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.966286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9687b349-3f62-4dc5-a68f-30c48f4e2a2a · outbound

This paper cites International Conference on Learning Representations , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL International Conference on Learning Representations , volume=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.970877Z

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Unavailable: canonical work link unavailable.

Observation 409d0468-5740-4bbc-bd5c-738da42d02ef · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.975760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd2f6b3c-1eda-4706-b9e2-96700058a548 · outbound

This paper cites Skywork Open Reasoner 1 Technical Report.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Skywork Open Reasoner 1 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.981544Z

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Unavailable: canonical work link unavailable.

Observation 41784db7-cd49-4d7e-a3a2-c2d3b8546a4d · outbound

This paper cites Process Reinforcement through Implicit Rewards.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Process Reinforcement through Implicit Rewards

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.986493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe98da61-d19b-4833-80e0-609915bfd183 · outbound

This paper cites arXiv preprint arXiv:2509.19199 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2509.19199 , year=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.991250Z

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Unavailable: canonical work link unavailable.

Observation 238ddf24-c58b-4aeb-9108-74853ddc1fc8 · outbound

This paper cites arXiv preprint arXiv:2602.17025 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2602.17025 , year=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:01.996019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0dbd9bd-7ce5-405e-9bd5-b21bbd184ace · outbound

This paper cites Advances in neural information processing systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in neural information processing systems , volume=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.000591Z

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Unavailable: canonical work link unavailable.

Observation e27a9318-3394-4ff3-b71a-92ec7e67eb52 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Training Verifiers to Solve Math Word Problems

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.005624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c10ddbf0-bbf3-4b6a-9c03-05f6d232a9a9 · outbound

This paper cites International Conference on Learning Representations , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL International Conference on Learning Representations , volume=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.011033Z

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Unavailable: canonical work link unavailable.

Observation 9adaac36-5103-476c-a731-d4ea3d76b883 · outbound

This paper cites nature , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL nature , volume=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.017289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd08aaba-361d-4a92-8b93-176bc1499bb7 · outbound

This paper cites From Novice to Expert: LLM Agent Policy Optimization via Step-wise Reinforcement Learning.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL From Novice to Expert: LLM Agent Policy Optimization via Step-wise Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.022603Z

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Unavailable: canonical work link unavailable.

Observation ea0a0d05-9fda-4bad-b6ae-6be651077ec0 · outbound

This paper cites OpenAI Gym.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL OpenAI Gym

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.027774Z

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Unavailable: canonical work link unavailable.

Observation abd75e59-6196-4652-8578-6a365dae4207 · outbound

This paper cites an unresolved cited work.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.033389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4af383bc-1e81-4ed7-9655-97be86f4b61d · outbound

This paper cites R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.038204Z

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Unavailable: canonical work link unavailable.

Observation 9420448c-6ad6-4882-a529-04e6680b56b1 · outbound

This paper cites International Conference on Learning Representations , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL International Conference on Learning Representations , volume=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.043466Z

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Observation e74c68b8-fb29-4fe6-8ef7-7daac7c193c5 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Qwen2.5-Coder Technical Report

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.048732Z

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Unavailable: canonical work link unavailable.

Observation 3dde4b1b-2356-4576-b3ab-1c4318d0a4e3 · outbound

This paper cites 2024 , eprint=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL 2024 , eprint=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.054044Z

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Observation bd4a0d4e-9a80-47d5-8b47-16f9224ae776 · outbound

This paper cites Qwen3 Technical Report.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Qwen3 Technical Report

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.060253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 275992c1-7290-4e6d-b0ca-31e35f9d3b1c · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in Neural Information Processing Systems , volume=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.065858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c977a3cf-2263-4106-a43a-a5e1645285b2 · outbound

This paper cites European conference on machine learning , pages=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL European conference on machine learning , pages=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.070415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09524048-5675-44be-8290-323d18595cf0 · outbound

This paper cites 2016 , eprint=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL 2016 , eprint=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.075513Z

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Unavailable: canonical work link unavailable.

Observation 8d089323-bf1f-4a43-af2c-bc1f7304286b · outbound

This paper cites 2018 , eprint=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL 2018 , eprint=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.080472Z

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Unavailable: canonical work link unavailable.

Observation 10d9657f-9991-4954-9eb6-098bd0580983 · outbound

This paper cites 2026 , eprint=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL 2026 , eprint=

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.086794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7381c2bd-ed72-49b0-a58e-91b207009301 · outbound

This paper cites arXiv preprint arXiv:2510.24302 , year=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL arXiv preprint arXiv:2510.24302 , year=

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.092156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a0dc8ef-ad46-42da-8a6a-bbb4f8074e52 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL ReAct: Synergizing Reasoning and Acting in Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.096738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256e16d3-4bb1-4f15-94ee-d41e4d810f61 · outbound

This paper cites Advances in neural information processing systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in neural information processing systems , volume=

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.101875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea78f280-d06d-45e1-8314-7e893df889d2 · outbound

This paper cites Advances in neural information processing systems , volume=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Advances in neural information processing systems , volume=

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.106487Z

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Unavailable: canonical work link unavailable.

Observation f6dd1b67-63af-4ea8-b0ae-c701f91f2835 · outbound

This paper cites Findings of the Association for Computational Linguistics: EACL 2026 , pages=.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL Findings of the Association for Computational Linguistics: EACL 2026 , pages=

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.111074Z

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Unavailable: canonical work link unavailable.

Observation 9ff0fa1f-36fc-4df7-9af0-d5877a854285 · outbound

This paper cites SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution.

Process Reward Informed Tree Rollout for Effective Multi-Turn RL SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-01T22:51:02.115809Z

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Pith citing papers

No inbound Pith citation observations are available.