Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:04:38.789376Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 8 inbound Pith citation observations for arXiv:2508.17196.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:04:38.789376Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:52:06.706334Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T09:19:43.908502Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5b57eae4-b46f-4fee-8a2a-5c537145f60c · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ca0e66-f3de-4727-ac4c-e97344c89ba2 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Training language models to reason efficiently
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c936927b-e53c-4ca5-9c8b-21a96a5dbad7 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens TypeFly: Flying Drones with Large Language Model
Reference 3
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Unavailable: canonical work link unavailable.
Observation 8c05d0d5-c0c3-43b9-a913-077fb9035b39 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Timelynet: Adaptive neural architecture for autonomous driving with dynamic deadline
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ed1522b4-5df3-40a6-ab5b-365c16227369 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa131fd3-d126-4d82-9f6a-c1ba03f2a8ca · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Process Reinforcement through Implicit Rewards
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cb1a58f-a184-4b77-b97a-e4ffabe2b42f · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Learning How Hard to Think: Input-Adaptive Allocation of LM Computation
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec7288d5-9ab7-4421-9421-1f6dd17d0b07 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74cd2714-fb76-48d6-aa49-5f99cb7f7a74 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Efficiently Scaling LLM Reasoning with Certaindex
Reference 9
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Unavailable: canonical work link unavailable.
Observation 88efb7a1-fe88-4cda-ad73-baab82c06040 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Reference 10
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Unavailable: canonical work link unavailable.
Observation 490b8d98-0c7e-464b-838e-19cee20d417a · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Gemini 2.5: Our most intelligent ai model
Reference 11
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Unavailable: canonical work link unavailable.
Observation 5b190463-e31c-4699-bb2f-6f6ce7ad0875 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Token-Budget-Aware LLM Reasoning
Reference 13
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Observation 142f3a88-35b7-4cb9-8f4f-ae3c857bc681 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Measuring mathematical problem solving with the math dataset
Reference 14
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Unavailable: canonical work link unavailable.
Observation 8b2dcd08-39c4-46ca-9855-d374981a5a54 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
Reference 15
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Unavailable: canonical work link unavailable.
Observation f162caa3-da0e-4f7b-b3de-dfb80bf5f938 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Qwen2.5-Coder Technical Report
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25887eae-b867-4a79-adab-3629de00185c · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Flexible high-resolution object detection on edge devices with tunable latency
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d3ca1e46-f4c4-4435-8326-bf37a47a15aa · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Gonzalez, Hao Zhang, and Ion Stoica
Reference 18
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Unavailable: canonical work link unavailable.
Observation 1dc51449-cff1-4f81-895d-aad15fa095ec · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Bespoke-stratos: The unreasonable effectiveness of reasoning distillation
Reference 19
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Unavailable: canonical work link unavailable.
Observation 97ee2066-07b5-41ca-8ac7-f0d32e2a08d8 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Numinamath
Reference 20
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Unavailable: canonical work link unavailable.
Observation e72ac99b-f4bb-4580-ba65-e7b13df49899 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06f997c0-60ce-43cf-b4b7-0a9760b5afc3 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Let's Verify Step by Step
Reference 22
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Unavailable: canonical work link unavailable.
Observation b35214f4-8f33-47d5-b7b7-9a2d722fc549 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens The architectural implications of autonomous driving: Constraints and acceleration
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 411fb3da-55d3-4c33-bfae-0177a5435045 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens s1: Simple test-time scaling
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d2059fe-60b5-424b-84b5-429b463f4985 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens OpenAI o1 System Card
Reference 25
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Unavailable: canonical work link unavailable.
Observation 4f7f5531-785d-4893-af4e-3cb9aa6bb38a · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Gpt-5 system card
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7efa6940-8689-4eaa-abf6-800d893ff98e · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models
Reference 27
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Unavailable: canonical work link unavailable.
Observation 65b7ebd3-8f31-4636-ab99-73c31d9664ff · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning
Reference 28
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Unavailable: canonical work link unavailable.
Observation b58e26e0-1921-47df-b3ea-9bd3f3c0d9cb · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 29
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Unavailable: canonical work link unavailable.
Observation 0e87eb0b-6014-49ed-9520-7068b771d9c2 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model
Reference 30
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Unavailable: canonical work link unavailable.
Observation db8c0aa0-73e1-4741-8640-a315ed9b192a · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint
Reference 31
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Unavailable: canonical work link unavailable.
Observation f30fbf3b-bf3e-489a-8022-6392071fd94c · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Reason-rft: Reinforcement fine-tuning for visual reasoning
Reference 32
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Unavailable: canonical work link unavailable.
Observation 641ffec1-a207-40c3-8eae-fc6df71fa728 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Kimi K2: Open Agentic Intelligence
Reference 33
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Unavailable: canonical work link unavailable.
Observation b36c6317-2cbe-47cb-bb37-f2efb5ec6bce · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 34
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Unavailable: canonical work link unavailable.
Observation 8125e605-7a69-4846-8e88-4c7acd54a07a · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Sky-t1: Train your own o1 preview model within \ 450
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 563dd81d-681f-44f1-827f-8fc0628fd5a9 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Stepwise Informativeness Search for Efficient and Effective LLM Reasoning
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 56ce4c99-e1bb-4475-8bc7-8910c036d346 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning
Reference 37
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Unavailable: canonical work link unavailable.
Observation a21d9a64-6154-4233-9698-442a7b3291ff · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Adaptivenet: Post-deployment neural architecture adaptation for diverse edge environments
Reference 38
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Unavailable: canonical work link unavailable.
Observation 2fe9cc27-c640-41c8-b2d0-218cc82279ba · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization
Reference 39
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Unavailable: canonical work link unavailable.
Observation bb8a16a1-50f0-459d-a38c-91a0e3c342aa · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Tokenskip: Controllable chain-of-thought compression in llms, 2025
Reference 40
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Unavailable: canonical work link unavailable.
Observation 3032dd93-6f49-4b75-83cc-bdcb605a58fb · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
Reference 41
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Unavailable: canonical work link unavailable.
Observation fd6a8083-be1f-4946-a608-33b8278cf207 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Chain of Draft: Thinking Faster by Writing Less
Reference 42
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Unavailable: canonical work link unavailable.
Observation c2cdb2ce-22c7-4c2e-92d7-30f7ea3c146d · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Qwen3 Technical Report
Reference 43
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Unavailable: canonical work link unavailable.
Observation b26e41b0-38f5-4b16-9e58-04f17ab8c9f6 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens LIMO: Less is More for Reasoning
Reference 44
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Unavailable: canonical work link unavailable.
Observation 2f809f70-5635-4a15-be5b-fa4eb7bd7296 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 45
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Unavailable: canonical work link unavailable.
Observation d42c7c33-f588-49d8-be71-c11806c4d052 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization
Reference 46
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Unavailable: canonical work link unavailable.
Observation 5f2b47e3-d6a4-4e9f-ba3b-008858b8ebd6 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Pruning the unsurprising: Efficient code reasoning via first-token surprisal, 2025
Reference 47
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Unavailable: canonical work link unavailable.
Observation 039f2c5e-7771-4517-98aa-e509f67f7d66 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey
Reference 48
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Unavailable: canonical work link unavailable.
Observation c6129e36-9086-4640-9ecc-e966eddf2dd9 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens write newline
Reference 49
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Unavailable: canonical work link unavailable.
Observation aaf54e79-f677-410b-8440-0ec58dd4a2af · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens @esa (Ref
Reference 50
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Unavailable: canonical work link unavailable.
Observation f0227f3e-e182-483e-a789-6282d0c60e33 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Unresolved cited work
Reference 51
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Unavailable: canonical work link unavailable.
Observation d3934f62-c868-477d-b148-4eb6be7c72d9 · outbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens thinking
Reference 52
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Unavailable: canonical work link unavailable.
Observation 083bd7ef-885d-468b-a919-1b36b93071cf · inbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 42
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Unavailable: canonical work link unavailable.
Observation c9e57aa4-f463-45e6-8cf1-8cf211895468 · inbound
Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 390237b0-cb78-49c0-9039-5114b255846e · inbound
Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 10a4296f-8426-4ae9-a6f7-36ad1042a4a4 · inbound
Nice Fold or Hero Call: Learning Budget-Efficient Thinking for Adaptive Reasoning BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 848aec1c-dd84-4d60-9975-a8ae4b9cfe33 · inbound
SeqRoute: Global Budget-Aware Sequential LLM Routing via Offline Reinforcement Learning BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dd56690c-c54f-4196-98cd-81bfbd7fb5a0 · inbound
Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 47bbf4c8-1447-44ef-9674-03d321bb2d38 · inbound
Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 18
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Unavailable: canonical work link unavailable.
Observation 9c9fbb6a-3fb7-4064-879d-1b2404766c30 · inbound
Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.