Paper Citation Record · LEDGER

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

As of 21 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 11 inbound Pith citation observations for arXiv:2507.02076.

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

pith.paper-citation-record.v1
2507.02076 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:43:14.035973Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:53:41.436053Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T10:39:45.816513Z

Reference resolution

62 of 62 outbound references displayed

verified exact1
verified fuzzy2
unresolved59
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 97f59d01-bd30-4303-9026-d00b61e03299 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs A Survey on Large Language Models for Code Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:08.761362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80ce121-b003-4112-aedf-a6c4e8dfb28b · outbound

This paper cites on" setting corresponds to a thinking budget of 24,576 tokens, while.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs on" setting corresponds to a thinking budget of 24,576 tokens, while

Reference 2

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:43:14.461497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 86e3d6dd-907f-407b-8b55-69c05a1fe84f · outbound

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

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.135243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeafcfda-5083-44af-953e-c65b13b08d91 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.297529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3da6fd9-88b6-4ecc-859c-703397d6bf97 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.464477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c0c275e-816f-4fe9-92d5-9b3b91d06193 · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.527822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80062928-066b-4bd5-9459-7e2336bebae2 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Chain of Draft: Thinking Faster by Writing Less

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.623420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27f35f66-cf46-418a-80c7-54ed7b1e5e67 · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.677847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1fa2898-b10f-4a14-addc-b4a5e31cc82c · outbound

This paper cites an unresolved cited work.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.745508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec56e8d5-74b1-4aa5-b1f5-ff3c8bdbdef4 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.804299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4c14954-7ffb-4d1a-a828-2ee7cd8ce4bd · outbound

This paper cites Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.869520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 186f4172-0b71-4c36-b577-5e3d98d2985a · outbound

This paper cites s1: Simple test-time scaling.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs s1: Simple test-time scaling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.920706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a69ef1d-ca20-409a-aa5d-cacd4737285f · outbound

This paper cites CoT-Valve: Length-Compressible Chain-of-Thought Tuning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.958987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccfdd36d-26f2-471b-af18-0f05f4ecf18a · outbound

This paper cites Scalable Chain of Thoughts via Elastic Reasoning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Scalable Chain of Thoughts via Elastic Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.016291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e711825-6ac7-479f-b0ae-689038cc819c · outbound

This paper cites Path-Consistency: Prefix Enhancement for Efficient Inference in LLM.arXiv preprint arXiv:2409.01281,.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Path-Consistency: Prefix Enhancement for Efficient Inference in LLM.arXiv preprint arXiv:2409.01281,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.084290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd31cadc-038b-4d77-bf61-788a293e891a · outbound

This paper cites Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.152789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef5b7085-cc35-4f6c-b1f1-8f8d5fafae89 · outbound

This paper cites Efficiently Scaling LLM Reasoning with Certaindex.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Efficiently Scaling LLM Reasoning with Certaindex

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.229212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87e5a839-404a-4717-90ad-3c27acf4f4e0 · outbound

This paper cites Dynamic Parallel Tree Search for Efficient LLM Reasoning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Dynamic Parallel Tree Search for Efficient LLM Reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.273660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f773857-9d39-4520-8079-189673a25d32 · outbound

This paper cites Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.315116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f3ee461-baab-4b45-9737-855345b9f88c · outbound

This paper cites Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.362509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30fd29c9-404d-46f5-9d34-d6f2248beb88 · outbound

This paper cites Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.441733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a18604-f904-4086-80b3-652a7e821b24 · outbound

This paper cites Efficient Test-Time Scaling via Self-Calibration.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Efficient Test-Time Scaling via Self-Calibration

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.487393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e50f7959-a515-474c-b644-600be201f4f1 · outbound

This paper cites Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.550098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087a7916-5195-44d3-b404-6393ec5f32f2 · outbound

This paper cites Learning Adaptive Parallel Reasoning with Language Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Learning Adaptive Parallel Reasoning with Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.612245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f820d29-5b39-4f73-8a19-f0e9e703d872 · outbound

This paper cites Aytes, Jinheon Baek, and Sung Ju Hwang.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Aytes, Jinheon Baek, and Sung Ju Hwang

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.659026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a031feb2-6343-424f-a645-7b04a53d4087 · outbound

This paper cites Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.721707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 636d64aa-4260-403f-b138-5acc801f305a · outbound

This paper cites Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.775809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65f467f-b820-45d0-8b3a-a9b78f6f5868 · outbound

This paper cites C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.822267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cac35caa-48ac-4387-a62c-cc1b0ddcc02d · outbound

This paper cites Z1: Efficient Test-time Scaling with Code.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Z1: Efficient Test-time Scaling with Code

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.876259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39542602-6445-4595-8bf8-8aea9305df13 · outbound

This paper cites Distilling System 2 into System 1.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Distilling System 2 into System 1

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.962760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb63d2a-a5c9-4887-8216-1dcd13bda5ed · outbound

This paper cites Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.966932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 940832f4-6610-434e-a01d-26b89129ce53 · outbound

This paper cites SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.970286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8fba156-355d-497a-b1dd-50d650a65220 · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.003540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c64a2784-9bfb-4a16-81b1-094284f2c1d3 · outbound

This paper cites Dast: Difficulty-adaptive slow-thinking for large reasoning models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Dast: Difficulty-adaptive slow-thinking for large reasoning models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.053673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016d3f15-43cc-47f7-9ab4-f0a4e79ab472 · outbound

This paper cites Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.127950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45f3e798-c635-4d6e-b844-b006fe003d35 · outbound

This paper cites Iterative Deepening Sampling as Efficient Test-Time Scaling.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Iterative Deepening Sampling as Efficient Test-Time Scaling

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.199591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8066ae76-a501-41c5-b356-8209946de9bd · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Training Verifiers to Solve Math Word Problems

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.273137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87bdfa46-2020-4bb4-b3b9-09b422e80d5a · outbound

This paper cites Let llms break free from overthinking via self-braking tuning.arXiv preprint arXiv:2505.14604,.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Let llms break free from overthinking via self-braking tuning.arXiv preprint arXiv:2505.14604,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.479606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24b9dd8e-c2af-4876-a4d0-47fe83c59cac · outbound

This paper cites Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.584022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09f71da1-e222-47fe-92fa-80ff561f1849 · outbound

This paper cites Lightthinker: Thinking step-by-step compression.arXiv preprint arXiv:2502.15589, 2025b.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Lightthinker: Thinking step-by-step compression.arXiv preprint arXiv:2502.15589, 2025b

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.724669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0594972e-5cc6-4ebe-8925-f9bf4810b1d7 · outbound

This paper cites Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.853423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a892dcce-a0ce-4d20-ac7f-b1ce29ef605d · outbound

This paper cites VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.002417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aef5b66e-6ac9-4285-a535-cc65d7772db1 · outbound

This paper cites Adaptive Deep Reasoning: Triggering Deep Thinking When Needed.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Adaptive Deep Reasoning: Triggering Deep Thinking When Needed

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.153392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c41f67a0-fe79-4bca-9907-9f73f0e44bcb · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Understanding R1-Zero-Like Training: A Critical Perspective

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.286981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b590812f-183d-40be-a2c5-8e2889bf90cc · outbound

This paper cites Demystifying long chain-of-thought reasoning in LLMs.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Demystifying long chain-of-thought reasoning in LLMs

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:43:16.002998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7e9225e-7221-469c-b540-fcaf5c94295f · outbound

This paper cites Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.588405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71209fe2-95cf-41bb-be7a-ff23c247811c · outbound

This paper cites Large Language Diffusion Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Large Language Diffusion Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.709763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b71f0bb-bec7-4369-a61e-205807feb636 · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:12.871809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a658c94-e32f-4094-9187-726e12e341ba · outbound

This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.000062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f8397e1-bfd0-4c07-b375-56ac86a7284b · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.109252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6af19083-4476-41ec-9c25-8ae61921f423 · outbound

This paper cites Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.212648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a20c72f3-589a-4fa7-b6bf-b5d8e0f65fde · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.323509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cdcb4a9-eefe-49aa-978a-fa6314d6cd46 · outbound

This paper cites CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.460364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc49ccde-88c8-4ed1-b4ff-9100b2f23119 · outbound

This paper cites LLM4drive: A survey of large language models for autonomous driving.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs LLM4drive: A survey of large language models for autonomous driving

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:43:15.776122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 62107ada-80c0-414b-bf1d-7ec068568403 · outbound

This paper cites Robotic Control via Embodied Chain-of-Thought Reasoning.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Robotic Control via Embodied Chain-of-Thought Reasoning

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.735340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a90c5221-dfc2-42f2-9c20-51b77e29fbc6 · outbound

This paper cites Distilling Multi-modal Large Language Models for Autonomous Driving.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Distilling Multi-modal Large Language Models for Autonomous Driving

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:13.874387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f2cf374-a765-4949-a173-7dfa9852b306 · outbound

This paper cites Scaling Laws for Neural Language Models.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Scaling Laws for Neural Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:08.973715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19d5599b-be23-49fd-9f3b-148432ac69ae · outbound

This paper cites Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:11.344018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54cafa12-b74f-43e3-9ae7-2df4c5fbc3fe · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.225380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 712c1d75-968f-4bef-8ca5-3a0ee74d6cfa · outbound

This paper cites FastMCTS: A Simple Sampling Strategy for Data Synthesis.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs FastMCTS: A Simple Sampling Strategy for Data Synthesis

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.074721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9acab96e-46d3-4dc3-a947-9b01db42f415 · outbound

This paper cites $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:08.851463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 205ee521-e4d2-4baf-ace6-10344429b8f8 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:09.389403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5ecd0787-4ef1-4047-901f-709a2efeba2a · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:40:41.306422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 71c0072f-ab49-48f3-8486-0ac8865522ee · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:53:41.436053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a621ebbc-27c2-40d2-a369-2f58274ed11d · inbound

Efficient Reasoning on the Edge cites this paper.

Efficient Reasoning on the Edge Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T23:28:12.790404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7159f5-d5ca-4da8-a1fe-9bbd642afe20 · inbound

Stream-T1: Test-Time Scaling for Streaming Video Generation cites this paper.

Stream-T1: Test-Time Scaling for Streaming Video Generation Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:40:39.447330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a17cc85f-a316-4bef-adcc-640fb215f5ba · inbound

Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training cites this paper.

Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:35:59.813805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 860fe285-77cf-43cf-a159-9aa984cb7422 · inbound

Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation cites this paper.

Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:46:46.319201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b277870-b69e-4a7a-bda4-8acbbdb1e1cd · inbound

DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning Models cites this paper.

DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning Models Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:39:45.818180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9fa708e6-2395-4fce-9cf7-227078a9fdb2 · inbound

Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility cites this paper.

Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-30T19:53:04.470253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db737b8-317e-49a0-bf67-5fad7ede9a83 · inbound

Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility cites this paper.

Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T10:47:32.732851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee9e0a6d-5632-4b70-9f7f-05d75de5abf2 · inbound

ARES: Adaptive Reasoning-Effort Steering for PPA- and Cost-Aware RTL Optimization with LLM Agents cites this paper.

ARES: Adaptive Reasoning-Effort Steering for PPA- and Cost-Aware RTL Optimization with LLM Agents Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T23:48:03.164747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a825b8a0-ae52-4f03-be07-a13e398d6c2e · inbound

SVR: Self-Verifying Refinement via Joint Verdict-Confidence Reinforcement Learning for Adaptive Test-Time Compute cites this paper.

SVR: Self-Verifying Refinement via Joint Verdict-Confidence Reinforcement Learning for Adaptive Test-Time Compute Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T06:48:41.240335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.