Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:52:07.851495Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 13 inbound Pith citation observations for arXiv:2509.04475.
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 2026-08-05T13:52:07.851495Z
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 2026-08-01T13:54:17.008295Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
58 of 58 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation c07cef73-8652-467e-a54e-69f34d662eaa · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7ba8d2a-7aeb-4913-944e-38ba2b373775 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Block diffusion: Interpolating between autoregressive and diffusion language models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71f089d3-43ec-4d54-809b-6cdc057ccebb · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Accelerating Large Language Model Decoding with Speculative Sampling
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb695a11-ea30-4960-a922-78a07b2d6192 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Are more llm calls all you need? towards the scaling properties of compound ai systems
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 a8464fe0-7b75-4f41-a026-6aa7729b5837 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Parallel Scaling Law for Language Models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1937aa9-1de8-47c0-b7f9-1583b02da7fe · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51d677a1-92e0-4a73-9c73-839c20f32cf2 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Premise order matters in reasoning with large language models
Reference 7
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 e7aa4903-f407-4b2d-9868-8ebe4318f2a2 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 869c39e0-bffa-4281-91e3-3e23484389be · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dab03832-e741-45b1-9dde-634b53f91162 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 532ae6df-95f8-46fe-828b-d3186996a125 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Theoretical Benefit and Limitation of Diffusion Language Model
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c98c3e7-4ca5-4d0f-b22e-f810acc563b9 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c52f26e-16d1-402c-ba69-5c584f72716e · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Does thinking more always help? understanding test-time scaling in reasoning models, 2025
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f328a932-66e9-4eda-80f0-9cda928262cb · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Gemini 2.5: Our most intelligent ai model
Reference 14
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 255eb9be-145d-4f37-a01e-831da3972f87 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 413d1b05-f14b-4a2b-9dd4-d14ecb56593a · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute D iffusion BERT : Improving generative masked language models with diffusion models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb896b64-8511-4fd6-92de-617abf3f5f71 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8c253fb-e78b-4a39-b1c6-567dd101d7e1 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Measuring mathematical problem solving with the math dataset
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a539218b-23f8-440b-ab44-57e8eb6a24fc · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Open r1: A fully open reproduction of deepseek-r1, January 2025
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e57c5fa2-f9dc-42fc-b27d-79d250f9587c · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd2d70ef-9ec9-4ad2-84c8-d4d726b96431 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Gonzalez, Hao Zhang, and Ion Stoica
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72747678-c967-4913-95db-40ae88260b5f · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Bespoke-stratos: The unreasonable effectiveness of reasoning distillation
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bcb78ef-18dc-49d0-91a4-43283df2a375 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Fast inference from transformers via speculative decoding
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e41e1d2-c56c-42f1-83c8-3849a2d9283a · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be75a982-7247-4552-b3e8-e9e1bb954191 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Let's Verify Step by Step
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fb51125-5060-4e61-a25d-8f543a825350 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute s1: Simple test-time scaling
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37704231-f2ea-40b1-867f-509cff6bd48f · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute OpenAI o1 System Card
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38ab116b-063d-4639-8f61-2ddf965a2e17 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute gpt-oss-120b & gpt-oss-20b Model Card
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9001b59-ee10-413b-ac5c-d623503dfb07 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Learning Adaptive Parallel Reasoning with Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e64e6bbe-f122-488d-8d5f-f6a0be7902ff · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Safety alignment should be made more than just a few tokens deep
Reference 30
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 dd9fa6fe-b7a2-425b-a0b9-596688c4bcad · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b6dd903-9af7-4f11-87d6-f6a02457e078 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Qwen2.5 Technical Report
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77173dec-c103-480e-9f4f-3af5817699df · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Hogwild! inference: Parallel llm generation via concurrent attention, 2025
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9e1f980-13bf-4b59-a29f-d0bedeaf65d9 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Magicdec: Breaking the latency-throughput tradeoff for long context generation with speculative decoding
Reference 34
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 c36c7d1b-3d52-4ae0-9958-5259d80809d4 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0366515-a525-4523-97a9-e45a2293f399 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 535f16f8-64f0-44e6-8373-2e288b7debea · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Roformer: Enhanced transformer with rotary position embedding
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5617713c-3bf7-42ad-a8d3-c2bc1567355a · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint
Reference 38
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 d71c4c4d-7a34-4e66-92bd-6a055d9373c9 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6530af07-e538-495c-aecb-7d7587505e79 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Remasking discrete diffusion models with inference-time scaling
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 384fa205-043a-48f6-9637-234663256944 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 083bd7ef-885d-468b-a919-1b36b93071cf · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9db57dc-3aa6-4d41-896e-737d057efd5e · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Roofline: an insightful visual performance model for multicore architectures
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 292ef059-0c8c-4c20-afe7-b6fb11a2e247 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78ce9b1d-0e89-4f96-83d6-4f176e4c4fe0 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e616cef-58d9-42c3-bf3d-ef2762e15bda · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8a78504-b849-4b9d-85ae-022a9ee9df14 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Preemptive answer ``attacks'' on chain-of-thought reasoning
Reference 47
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 6d693890-395b-470f-923f-ec9521f2b55b · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Qwen3 Technical Report
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc766c86-6ca4-43f4-9283-950e91132d6c · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 559fba25-a448-474f-89f0-445927f0c578 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3dc8599-61e1-49f7-be46-ebe5057e85d5 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af753b0a-c6aa-499b-9628-21f9c48b81d0 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute LIMO: Less is More for Reasoning
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dc33193-bbb8-4bc4-99e6-45f35d7ab276 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9df192f7-4d0f-4ebf-a9c7-98072d348ba8 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 671f6194-10a2-4574-8463-5ec909b91d45 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b0aa14b-e0a6-48f2-9a42-672383752bb7 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute @esa (Ref
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0585608a-8d8a-4d95-842f-7a575b8c840d · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad0b62fb-304d-4bd7-8cbc-e99c8665fec5 · outbound
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute H nҺA&pM 5(R9 @( X ZnQCm3Fg Z#Ie(y6 5O]'4 mS :tFaT]+D c |gl e XSW :1iY |0u] N.Z:@cZټ V*(XR: יV8qC*R )gMj27rvȨv@ 1F^ i 8xp Sjr)L
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8a351ff-d8bf-4700-b04a-c38a8979cdc8 · inbound
Evolutionary Profiles for Protein Fitness Prediction ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 31
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 3b41fb9d-74d5-4a99-a86e-d6017d664a35 · inbound
Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 22
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 be4e4acb-3b2d-4b11-bed2-6c83d8a1e152 · inbound
Understanding Performance Gap Between Parallel and Sequential Sampling in Large Reasoning Models ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
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 bd8c990f-0a64-4210-98ce-aaee0c2c36f1 · inbound
LACE: Lattice Attention for Cross-thread Exploration ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 40
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 6eb479fe-29c0-44b0-9af5-3b8432a3d71f · inbound
LACE: Lattice Attention for Cross-thread Exploration ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 40
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 c99aec88-f440-490e-a559-d79a2e669c51 · inbound
LACE: Lattice Attention for Cross-thread Exploration ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 40
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 51389030-720a-45d3-9aa5-fc222de5f328 · inbound
LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 11
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 0ec432f5-2cf0-4185-9a38-f0157bf3ecb1 · inbound
LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 11
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 2a8f1a17-f321-401a-81ea-219b47b2dff3 · inbound
OpenDeepThink: Parallel Reasoning via Bradley-Terry Aggregation ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 19
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 e198c770-da54-4ca7-8dec-9be21bf5f4e8 · inbound
OpenDeepThink: Parallel Reasoning via Bradley-Terry Aggregation ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 21
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 e2141cea-d0a1-45b5-be59-c38fe5d489ed · inbound
LaneRoPE: Positional Encoding for Collaborative Parallel Reasoning and Generation ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 34
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 0aefda60-2407-456a-af6d-fc5f45df3416 · inbound
Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 77
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 a55bf234-7dbe-462a-847e-0e1530b3fae2 · inbound
Fishing Out Free Riders: Shapley-Based Reward Attribution for Parallel Reasoning via Reinforcement Learning ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.