Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:07:02.537106Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.04771.
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 2026-08-06T17:07:02.537106Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3f7401b1-e66e-4a35-82f9-b95cfafdcffa · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23052acf-81c3-4cd9-a423-071ef0845d51 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc845da2-56de-4b98-bd43-00d02756bb98 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning InFindings of the Association for Computational Linguistics: ACL 2025, 21539–21564
Reference 5
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 2eb70d07-703f-49c1-860c-461436066125 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0cfa119-adc9-4e40-ae43-174ab5186bf9 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning InFindings of the Asso- ciation for Computational Linguistics: ACL 2026, 17051– 17064
Reference 9
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 49a984e6-6c44-4cab-b23a-d2eec4bfe0fe · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4910617c-f844-4da1-8e5b-cac80449faa1 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Measuring Mathematical Problem Solving With the MATH Dataset
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c088ec5-3752-46d1-85fc-26178c07292f · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling
Reference 12
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 e5d6b42c-067e-41e5-9e1e-efc67620bace · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning OpenAI o1 System Card
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a0002bf-6639-46c2-bd20-44e0d630bdf3 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59fc4700-df1c-4469-b7c4-14d4160378d4 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db03dc27-dd94-410c-aad5-6827c9ad12df · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning RouteLLM: Learning to Route LLMs with Preference Data
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebdb3aa2-b3ba-4ebc-b39e-6308be8b0f6a · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning InProceedingsofthe2025ConferenceonEmpirical Methods in Natural Language Processing, 8021–8040
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 805f982d-50e4-4eb7-acbc-6268eb00bdc9 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning The Benefits of a Concise Chain of Thought on Problem-Solving in Large Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d84b4c5-e307-46b6-ab4b-e2182e7b85a1 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3d48be3-8fe0-4a3b-af0c-ffec19f407d7 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 549eccfd-5e7e-4c97-8cf8-65d628511f39 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0cfc844-8e03-42d8-bbfe-f86823a3b740 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Model Tells You Where to Merge: Adaptive KV Cache Merging for LLMs on Long-Context Tasks
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93959c88-548e-4514-83e4-ab896f40bf64 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
Reference 24
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 3f881354-a945-4269-a6ce-f1f8beb34ef0 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Demystifying Long Chain-of-Thought Reasoning in LLMs
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b09b1b72-a8b6-4ee0-b50d-d90f19642436 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f0be876-e02f-4e36-a750-4c5dbe3c5d05 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Done Is Better than Perfect: Unlocking Efficient Reasoning by Structured Multi-Turn Decomposition
Reference 27
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 39209269-5347-455c-a632-467254c6e068 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning InForty-firstinternationalconferenceonmachine learning
Reference 28
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 c13a16ea-9bbc-4ca1-8f42-ebcf4ab8af63 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Training Verifiers to Solve Math Word Problems
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a614b709-e4d9-4874-87f2-c23eaaf79da8 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f19a1cce-233f-4218-b01c-f50a35e21906 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d523cba-690a-46f3-9833-5a0d50c287b0 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5db40434-4347-4daa-9515-279f3e5efbb0 · outbound
Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Fu,Y.;Chen,J.;Zhuang,Y.;Fu,Z.;Stoica,I.;andZhang,H
Reference 2026
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.
No inbound Pith citation observations are available.