Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:58:50.253103Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.13315.
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 2026-08-14T13:58:50.253103Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 77bfbe1d-d34c-4218-b66b-fb442c6262dc · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Scaling LLM test-time compute optimally can be more effective than scaling parameters for reasoning,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83b6b461-8a0c-4428-88e1-518df03a5def · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Inference scaling laws: An empirical analysis of compute-optimal inference for LLM problem- solving,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d28239cf-4e92-4d43-bd3a-1f072ce1af6e · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services s1: Simple test-time scaling,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 77a021eb-1164-4f5c-9233-b88b3bbf94ca · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Token-budget- aware LLM reasoning,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c9a6cb7-0364-4cb0-9349-2dd0593776f2 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Status quo bias in decision making,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5c867f01-8c56-4355-9401-e245580f77a5 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services The power of suggestion: Inertia in 401(k) participation and savings behavior,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8302faf6-304b-4b3c-b80b-5fa6ae43895c · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Optimal defaults and active decisions,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f7bf6251-981a-4b1a-a52d-ec3799cd06ac · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services MORES: Mobile Reasoning-as-a-Service via Distributed LLM Inference-Time Scaling
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d18e7a1f-d870-476d-9d74-4ff90b967e55 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Self-consistency improves chain of thought reasoning in language models,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 644c3de1-4948-4d45-8aa2-78075bd3f1e5 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Chain-of-thought prompting elicits reasoning in large language models,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95c2b53b-1785-4a6d-940f-c69ce80de6e5 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Training Verifiers to Solve Math Word Problems
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c81f5a3-813b-436f-8b57-6b7bf5a612ff · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Let’s verify step by step,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 840189de-1c97-4e88-8a8e-f14a9bc328c2 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Tree of thoughts: Deliberate problem solving with large language models,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 00c5ed72-c82a-46e4-b76a-aa0d798143b2 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Reasoning in token economies: Budget-aware evaluation of LLM rea- soning strategies,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 121cad25-d6fc-414a-a349-acfd2d6e223a · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services An empirical study of LLM reasoning ability under strict output length constraint,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6272a474-c2ec-4dd9-bf15-4fbb0c496edb · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Plan and budget: Effective and efficient test-time scaling on reasoning large language models,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 603fe860-0137-4dc3-9a75-c8368135f67b · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Budget-aware anytime reasoning with LLM-synthesized preference data,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 99c6f576-16d0-4832-859f-9f411e322b68 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services FrugalGPT: How to use large language models while reducing cost and improving performance,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3df92875-c753-44bc-b7f2-30290b737d29 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services RouteLLM: Learning to route LLMs from preference data,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84b8e778-6e49-4d7e-9686-a88ada75b8aa · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Hybrid LLM: Cost-efficient and quality-aware query routing,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 72944ecf-db3e-4412-b750-343e85e985cc · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Graphrouter: A graph-based router for LLM selections,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c35f7f66-3450-4069-b5d4-792482552aab · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Balancing information accuracy and response timeliness in networked LLMs,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3887488d-79c1-4e2c-b5a1-f9ff7fcbb449 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services MixLLM: Dynamic routing in mixed large language models,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 684fbfd0-352f-4df9-bfc9-42f6a4649c73 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Don’t always pick the highest-performing model: An information theoretic view of LLM ensemble selection,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34a5e374-8a38-4913-96ba-b00a50b7a15f · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Routerbench: A benchmark for multi- LLM routing system,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9c6e45e7-881a-48e7-b510-c217a1287cfe · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Game-theoretic resource pricing and provisioning strategies in cloud systems,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e3f5fd7e-10bc-4fbc-a309-b8e8c9f8f598 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Dynamic trust enforcing pricing scheme for sensors-as-a-service in sensor-cloud in- frastructure,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7a60a7a1-e1d5-40f4-bae6-fbd8f62e3d0a · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services A Stackelberg game-based robust optimization for user-side energy storage configuration and power pricing,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e4547cb6-523c-4579-b10e-cfd5cf38185c · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Optimal service caching and pricing in edge computing: A Bayesian Gaussian process bandit approach,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation af193bc1-e2b4-455b-846e-dce60b17359d · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services An oversubscription and service pricing exploitation-based profit maximization framework for industry cloud resource management,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dc0bcb73-de2a-489c-90ba-8f0a6208b078 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Lmaas: Exploring pricing strategy of large model as a service for communication,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cf4acd7f-387b-4fb6-bb93-4c0f6d0ef5cb · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Pricing online LLM services with data- calibrated Stackelberg routing game,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c082a22d-ea70-4ed1-8f69-1848563becaa · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Test-Time Compute Games
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0530a0bd-a820-4687-b9b0-85ebe3259c5c · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Qwen3 Technical Report
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc1a9291-312a-4e67-b0a7-2e85e3009dc0 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Deepseek-r1 incentivizes reasoning in LLMs through reinforcement learning,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 576ed6d3-e432-4102-906b-f2f6c256d3d1 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services GPQA: A graduate-level google-proof q&a benchmark,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bbe14917-3834-48a7-bbb8-5c1ea96ab533 · outbound
Keep, Customize, or Exit: Default Design and Token Pricing in LLM Reasoning Services Efficient memory management for large language model serving with pagedattention,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.