Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:31:28.767651Z
Paper Citation Record · LEDGER
Hierarchical Budget Policy Optimization for Adaptive Reasoning
As of 10 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2507.15844.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
29 of 29 outbound references displayed
- verified exact3
- verified fuzzy0
- unresolved26
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 282d0983-76a0-4e7d-9269-597ef0fabc77 · outbound
This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:26.600626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc1f98b9-2226-48e4-a27a-b217e678a2d8 · outbound
This paper cites URL https://doi.org/10.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URL https://doi.org/10
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:26.692180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a4f7ba3-08d8-4a34-9586-a2519ef98720 · outbound
This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:26.868293Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fc7dd44-8184-4f22-b1a9-b918be534d1f · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.319209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c0aaae6-8018-48ee-8579-0d863a965da8 · outbound
This paper cites Thinkless: LLM Learns When to Think.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Thinkless: LLM Learns When to Think
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.442287Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87229f48-e3d9-4439-b38f-18c0427e85b8 · outbound
This paper cites ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.609818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8c3f112-3400-466c-8a33-b1f78825ba81 · outbound
This paper cites ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.748148Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c534d5d1-4d77-4b2e-b298-c0cf235de80c · outbound
This paper cites URLhttps://doi.org/10.48550/arXiv.2505.11225.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URLhttps://doi.org/10.48550/arXiv.2505.11225
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.958656Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0714b9d-f4a4-46c2-9aee-ba6de4f8bcca · outbound
This paper cites Think Only When You Need with Large Hybrid-Reasoning Models.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Think Only When You Need with Large Hybrid-Reasoning Models
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.102020Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02bf1114-67cd-4d06-8c9d-f67a7d202e2f · outbound
This paper cites SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.228889Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3754db1e-dab9-47d9-9389-9b7d56f7f4d3 · outbound
This paper cites ThinkSwitcher: When to Think Hard, When to Think Fast.
Hierarchical Budget Policy Optimization for Adaptive Reasoning ThinkSwitcher: When to Think Hard, When to Think Fast
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.312222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06e9ff18-fa4c-457d-ab68-213df15f9805 · outbound
This paper cites AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.441783Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c52a92a-bdbe-41f5-8298-c7fb10f3f786 · outbound
This paper cites Reasoning Models Can Be Effective Without Thinking.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Reasoning Models Can Be Effective Without Thinking
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.526529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 040d2d23-8868-452a-8f41-466916fccb9b · outbound
This paper cites Reasoning Models Can Be Effective Without Thinking.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Reasoning Models Can Be Effective Without Thinking
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.578878Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35312d21-cb31-4f3e-8bda-dc2b7aae9586 · outbound
This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.703711Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5968c0c8-97cd-47c5-a1f7-f0cf736660e6 · outbound
This paper cites s1: Simple test-time scaling.
Hierarchical Budget Policy Optimization for Adaptive Reasoning s1: Simple test-time scaling
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.722892Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08e6a92c-a9df-4c47-970e-d32541be5277 · outbound
This paper cites Accessed: 2025-07-22.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Accessed: 2025-07-22
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.728133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b823124c-5b7f-4289-abb1-10c120f67e88 · outbound
This paper cites URL https://doi.org/ 10.48550/arXiv.2505.04881.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URL https://doi.org/ 10.48550/arXiv.2505.04881
Reference 22
- Resolution
- verified exact
- doi, observed 2026-08-06T15:31:29.181641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a077caf7-ac67-47b6-8c0f-5df45d927f99 · outbound
This paper cites Learning when to think: Shaping adaptive reasoning in r1-style models via multi-stage RL.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Learning when to think: Shaping adaptive reasoning in r1-style models via multi-stage RL
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.738590Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c5a568d-8990-4f95-a77f-857af800e004 · outbound
This paper cites URL https://doi.org/ 10.48550/arXiv.2505.10832.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URL https://doi.org/ 10.48550/arXiv.2505.10832
Reference 24
- Resolution
- verified exact
- doi, observed 2026-08-06T15:31:29.109749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3a5e8ee1-c570-490f-991a-e77582d4a762 · outbound
This paper cites PATS: Process-Level Adaptive Thinking Mode Switching.
Hierarchical Budget Policy Optimization for Adaptive Reasoning PATS: Process-Level Adaptive Thinking Mode Switching
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.748477Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44edbed9-a921-4666-a661-fa77e446d855 · outbound
This paper cites URL https://doi.org/10.48550/arXiv.2505.20258.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URL https://doi.org/10.48550/arXiv.2505.20258
Reference 26
- Resolution
- verified exact
- doi, observed 2026-08-06T15:31:29.005466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d4571c65-7566-4e78-958d-fde3db65fa6b · outbound
This paper cites Scalable Chain of Thoughts via Elastic Reasoning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Scalable Chain of Thoughts via Elastic Reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.757943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 092df8c9-b248-4eca-91ce-1631970e42fb · outbound
This paper cites URLhttps://doi.org/10.48550/arXiv.2504.15895.
Hierarchical Budget Policy Optimization for Adaptive Reasoning URLhttps://doi.org/10.48550/arXiv.2504.15895
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.763066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a884b321-ad3e-4dd1-8214-a6eead52d5c3 · outbound
This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.
Hierarchical Budget Policy Optimization for Adaptive Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.767651Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68b378fb-239c-496d-a120-d98241007ce4 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:27.109371Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b63b925-88cd-4732-a3ce-000e546a4658 · outbound
This paper cites AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:28.425196Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7fbf56c-13cb-4258-ac3f-e4ae51ea39cc · outbound
This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.
Hierarchical Budget Policy Optimization for Adaptive Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:26.956879Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4af2d2de-57bc-4c3d-b51b-d6bed7cff138 · outbound
This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.
Hierarchical Budget Policy Optimization for Adaptive Reasoning L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:31:26.625005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.