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Paper Citation Record · LEDGER

S*: Test Time Scaling for Code Generation

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 inbound Pith citation observations for arXiv:2502.14382.

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

pith.paper-citation-record.v1
2502.14382 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 36 of 36 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:43.286481Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 01313062-b4e7-40db-a223-aeb80c11130a · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering S*: Test Time Scaling for Code Generation

Reference 172

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no resolver link, observed 2026-08-16T12:02:43.286481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T12:02:43.286481Z digest=sha256:01899391da91715ee1dcb10ff2a962df08dd3e0d4ffea33a6bb02afd0d79d94d

Observation acd64d26-39fd-4929-a583-65035de0b42e · inbound

Learning Adaptive Parallel Reasoning with Language Models cites this paper.

Learning Adaptive Parallel Reasoning with Language Models S*: Test Time Scaling for Code Generation

Reference 14

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no resolver link, observed 2026-08-16T11:31:32.158683Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T11:31:32.158683Z digest=sha256:cd30aa6867b4f7bef93cf79699453eec84dbe953f000ef23cae1fe9e1fe890da

Observation 8cf68497-6c1b-4562-af19-1c155b77d5f6 · inbound

ChiseLLM: Unleashing the Power of Reasoning LLMs for Chisel Agile Hardware Development cites this paper.

ChiseLLM: Unleashing the Power of Reasoning LLMs for Chisel Agile Hardware Development S*: Test Time Scaling for Code Generation

Reference 2025

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no resolver link, observed 2026-08-16T06:04:28.923140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:04:28.923140Z digest=sha256:3959db711af9a9940947d5b2f5825fa13356815d581bf7ba9d3da38802ec5f5c

Observation 0a03832c-66d0-4d76-ba87-11453caecc4a · inbound

SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning cites this paper.

SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning S*: Test Time Scaling for Code Generation

Reference 14

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no resolver link, observed 2026-08-15T20:58:27.726455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T20:58:27.726455Z digest=sha256:818f7bc72cc4503f214462b4f80c3c6299884d5b48e06691f4d0fe7dfbef58de

Observation 1d51f9f6-71e7-4b35-8641-d17ab126bf7f · inbound

First Finish Search: Efficient Test-Time Scaling in Large Language Models cites this paper.

First Finish Search: Efficient Test-Time Scaling in Large Language Models S*: Test Time Scaling for Code Generation

Reference 13

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no resolver link, observed 2026-08-07T14:40:41.058314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:40:41.058314Z digest=sha256:23cf3cb8a2ee07e42ee5b0eee6464520668823eb93c2f00e2ba34995446ba6e7

Observation 4479646c-d535-474b-a217-90628cfbcd97 · inbound

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time cites this paper.

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time S*: Test Time Scaling for Code Generation

Reference 37

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no resolver link, observed 2026-08-07T12:35:42.308005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:35:42.308005Z digest=sha256:9c9d512f01aee166cc1978a7c6e03a51814c5ab34ddbaa8f27ef0285479ae87c

Observation 941ccb5e-2660-441f-974b-0760f30b506e · inbound

Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment cites this paper.

Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment S*: Test Time Scaling for Code Generation

Reference 43

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no resolver link, observed 2026-08-07T12:02:43.485411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:02:43.485411Z digest=sha256:5b3cac2c1b8f22989cf004802f4c600759a709c198d62f5c5d58db8b7b88cf39

Observation 013f40b3-c033-419e-b65d-a3e2733194da · inbound

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation cites this paper.

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation S*: Test Time Scaling for Code Generation

Reference 18

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no resolver link, observed 2026-08-07T10:18:59.138334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:59.138334Z digest=sha256:15e33d9bdbbd5c8667ac3caa90f9c81e00d2280694d9e2e7145507485995c847

Observation 48efbcaf-ec31-42d7-91ec-08e02a006bee · inbound

Understanding Automated Program Repair Agents Through the Lens of Traceability: An Empirical Study cites this paper.

Understanding Automated Program Repair Agents Through the Lens of Traceability: An Empirical Study S*: Test Time Scaling for Code Generation

Reference 22

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no resolver link, observed 2026-08-07T05:18:37.098954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:18:37.098954Z digest=sha256:41a8748fc9e4c1dc19ff39528a5fc20fa5dcfe73d08eefced4145ef9cea91f72

Observation 1c4e0469-4a93-4cc2-b050-1d0d756e64ad · inbound

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models cites this paper.

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models S*: Test Time Scaling for Code Generation

Reference 27

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no resolver link, observed 2026-08-15T19:06:38.388648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:06:38.388648Z digest=sha256:c7afc30fd1fcb0e1e128cf4ea50fa897d5464c7646f077606bba61acc484947d

Observation 39b54d1f-1873-4251-9da3-7b0285ef22ff · inbound

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling cites this paper.

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling S*: Test Time Scaling for Code Generation

Reference 2017

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no resolver link, observed 2026-08-06T10:53:18.496007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.496007Z digest=sha256:e4c5f5ee58481efc67b1e9745e96fcceb3d9835f2f93750bf498844d441d8677

Observation cae576c8-daad-4d64-87ee-56724e58b22c · inbound

SSRL: Self-Search Reinforcement Learning cites this paper.

SSRL: Self-Search Reinforcement Learning S*: Test Time Scaling for Code Generation

Reference 25

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no resolver link, observed 2026-08-05T20:17:09.862906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:17:09.862906Z digest=sha256:88e7f9fa103649b0fdd37765573bb927aee6849a0eba2d6186ece0e0f85f83d4

Observation dc82192f-1451-43bb-9bf0-f91e02c241b0 · inbound

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer cites this paper.

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer S*: Test Time Scaling for Code Generation

Reference 13

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no resolver link, observed 2026-08-04T13:26:49.991171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:26:49.991171Z digest=sha256:8829fc0593acac07b08691846bdbab3a00121a0b55712fe11679d4c5adb10a0e

Observation 60105154-838c-4fa0-8809-38d795e310ca · inbound

Investigating Test Overfitting on SWE-bench cites this paper.

Investigating Test Overfitting on SWE-bench S*: Test Time Scaling for Code Generation

Reference 12

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metadata mismatch
arxiv_id, observed 2026-05-17T20:00:10.752156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-17T19:57:06.015270Z digest=sha256:4224539ac55ae518360da5320e8e1d85ae27cd07752d5582142f8e8b5a0345d2

Observation e59f2cf1-0b7b-4366-be2c-eeb361f7d574 · inbound

Evaluating Code Reasoning Abilities of Large Language Models Under Real-World Settings cites this paper.

Evaluating Code Reasoning Abilities of Large Language Models Under Real-World Settings S*: Test Time Scaling for Code Generation

Reference 33

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verified exact
arxiv_id, observed 2026-05-16T21:28:34.161126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T21:23:44.762007Z digest=sha256:274f1b7506b0f7451b4b3023305573201ff5bc5bbebc449fd4855526e0fac484

Observation d95d7dcd-d1f6-45df-93ba-923fe35bc8ed · inbound

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation cites this paper.

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation S*: Test Time Scaling for Code Generation

Reference 22

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arxiv_id, observed 2026-05-14T22:53:14.064225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-14T22:52:58.524934Z digest=sha256:5226dbba0bf3217fb22d7690cec77e7974125814d699e25057b9b5d0c01c468f

Observation b3404d8c-9966-497f-bd29-24c2f5ffc91a · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation S*: Test Time Scaling for Code Generation

Reference 28

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metadata mismatch
arxiv_id, observed 2026-05-10T22:35:48.594787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-10T19:44:32.950977Z digest=sha256:3bc30b5561c1bd54bcfcc400483afcf19b2891946889dc1be64175e45075ac20

Observation a8236709-bcd5-484c-9158-da14c3020ab2 · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation S*: Test Time Scaling for Code Generation

Reference 16

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no resolver link, observed 2026-07-13T09:22:44.557413Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:22:44.557413Z digest=sha256:fe5d96d8d642ec0416bc7925a9ed629991843ee2c911dec9df8a083337764855

Observation ec0c04c0-b397-4a0d-9886-0f366c6fd68a · inbound

Understanding Performance Gap Between Parallel and Sequential Sampling in Large Reasoning Models cites this paper.

Understanding Performance Gap Between Parallel and Sequential Sampling in Large Reasoning Models S*: Test Time Scaling for Code Generation

Reference 15

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verified exact
arxiv_id, observed 2026-05-11T00:20:52.512539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-10T18:36:01.200412Z digest=sha256:73b520029667c52ae0c8af7190d528be6c768b81a822540d2e9a5479b0aa1b84

Observation d29b0de0-3ab9-4a04-a0c7-f33da9b39e87 · inbound

AdverMCTS: Combating Pseudo-Correctness in Code Generation via Adversarial Monte Carlo Tree Search cites this paper.

AdverMCTS: Combating Pseudo-Correctness in Code Generation via Adversarial Monte Carlo Tree Search S*: Test Time Scaling for Code Generation

Reference 24

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arxiv_id, observed 2026-05-11T08:40:57.437957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-10T16:35:16.056397Z digest=sha256:ec48735e5140785600d916d4812f48f38636bad44cdb1dc51d02a61ec1312727

Observation 084d5fc7-7dfe-47e3-8c35-eb9ec42f3423 · inbound

SPS: Steering Probability Squeezing for Better Exploration in Reinforcement Learning for Large Language Models cites this paper.

SPS: Steering Probability Squeezing for Better Exploration in Reinforcement Learning for Large Language Models S*: Test Time Scaling for Code Generation

Reference 17

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arxiv_id, observed 2026-05-10T07:01:49.460726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-10T06:57:03.100519Z digest=sha256:d0ab415490dd781b2d79572e2b2d7f05d4d4fcec11297776cacd8406e2588c9a

Observation 34561241-24a2-4335-a14e-5af913e23ef2 · inbound

Clover: A Neural-Symbolic Agentic Harness with Stochastic Tree-of-Thoughts for Verified RTL Repair cites this paper.

Clover: A Neural-Symbolic Agentic Harness with Stochastic Tree-of-Thoughts for Verified RTL Repair S*: Test Time Scaling for Code Generation

Reference 12

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arxiv_id, observed 2026-05-10T06:11:20.104728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-10T06:09:39.737812Z digest=sha256:16419656c855caa6baecad2d6b4065ecb01db2f8ee0dd0a0704c19d4bfb365a9

Observation 8c7e349d-7471-4b50-b644-a51d94124d86 · inbound

You Don't Need Public Tests to Generate Correct Code cites this paper.

You Don't Need Public Tests to Generate Correct Code S*: Test Time Scaling for Code Generation

Reference 12

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arxiv_id, observed 2026-05-09T20:58:06.503019Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T20:57:43.802195Z digest=sha256:22c7d04a62013e358b6f42c5f1b65ef376ca90012b682edc437bc07362889d09

Observation 430b4b6e-b475-4e91-a67a-adec344410bc · inbound

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model cites this paper.

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model S*: Test Time Scaling for Code Generation

Reference 11

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arxiv_id, observed 2026-05-11T16:46:06.426908Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T15:10:16.533927Z digest=sha256:bcce3355c796830020889cf57ba084c5df93f7040a3dcd4a180f668ed82406b7

Observation 11a23cf3-8394-4e6c-b64e-1fce1a319253 · inbound

Primal Generation, Dual Judgment: Self-Training from Test-Time Scaling cites this paper.

Primal Generation, Dual Judgment: Self-Training from Test-Time Scaling S*: Test Time Scaling for Code Generation

Reference 6

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arxiv_id, observed 2026-05-13T02:27:07.012994Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T02:25:58.830629Z digest=sha256:a6e22b2067841fcadd655ca62ab21adacaf931cabe3a8cc4fdc8bac19504d58c

Observation b89a0ac9-5bc9-476b-b632-ab8d0745da7d · inbound

Primal Generation, Dual Judgment: Self-Training from Test-Time Scaling cites this paper.

Primal Generation, Dual Judgment: Self-Training from Test-Time Scaling S*: Test Time Scaling for Code Generation

Reference 63

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arxiv_id, observed 2026-05-14T20:47:58.051554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-14T20:46:38.558668Z digest=sha256:b172f6c07b808a40d137013e51893aeadc2af570bc2d6eec86a4cfe961650423

Observation 33272c18-01b7-4bd6-9f6e-5423c1aa525a · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval S*: Test Time Scaling for Code Generation

Reference 51

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verified exact
arxiv_id, observed 2026-05-22T06:41:10.244507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-22T06:40:58.445504Z digest=sha256:0b8cff100d70e2a8fc4e8cdb558e6deab2a89ce63b21c5846943a73b60ed338c

Observation cc348fc7-c7ba-49bb-9976-a80e90665a51 · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval S*: Test Time Scaling for Code Generation

Reference 51

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verified exact
arxiv_id, observed 2026-06-30T17:14:56.868345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-30T17:10:54.790735Z digest=sha256:e3c6e8bacbfaea3b43fcb77d7ca2488d2ba8f7f2048800cd06daf3ed0f19e8c6

Observation a967c520-5d39-4e31-9d46-f014212f8f3f · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval S*: Test Time Scaling for Code Generation

Reference 51

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no resolver link, observed 2026-08-02T13:28:23.927508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:28:23.927508Z digest=sha256:b269d308279b5c92cd63059cb6a7de1ac6ba52f6521ac013c4b5530570c72641

Observation 6070e180-aef8-41b1-8f17-4ae836593d6f · inbound

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling cites this paper.

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling S*: Test Time Scaling for Code Generation

Reference 96

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metadata mismatch
arxiv_id, observed 2026-07-02T02:56:29.979083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-28T10:25:10.559953Z digest=sha256:47a47be0d669d1ddf3d24e9835064774bbe677757d0929105f6ebcbbbf3e7495

Observation c09ccd2d-ced5-46f3-9547-459607b3825c · inbound

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It cites this paper.

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It S*: Test Time Scaling for Code Generation

Reference 65

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metadata mismatch
arxiv_id, observed 2026-07-03T05:37:40.386138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T13:08:57.218711Z digest=sha256:49a82c6bc0f899162d4b619c738be91acd51b55d4f2f1f79166e19ebff44792a

Observation 70039389-6f37-47db-a1d8-b85a68ea3bcd · inbound

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning cites this paper.

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning S*: Test Time Scaling for Code Generation

Reference 65

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metadata mismatch
arxiv_id, observed 2026-07-03T20:58:58.332792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T00:59:50.038405Z digest=sha256:b682c10d80c62a0afcfeadd741e0c7423ab6e3bcac6a8d8b678dbd7034d5c9f3

Observation 0cab6705-5cb2-4080-a953-dcf47cf963eb · inbound

E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation cites this paper.

E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation S*: Test Time Scaling for Code Generation

Reference 20

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metadata mismatch
arxiv_id, observed 2026-07-04T13:59:51.715906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-26T04:48:28.868562Z digest=sha256:6119d315f1330e96036e915bab4ffdac4a0d22a5d564a1a0b016e42f629c6319

Observation 716ac33a-5f25-4f61-86be-23b70caba98e · inbound

SiFAR: Synchronization-Free All-Reduce for Low-Latency LLM Inference cites this paper.

SiFAR: Synchronization-Free All-Reduce for Low-Latency LLM Inference S*: Test Time Scaling for Code Generation

Reference 27

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unresolved
no resolver link, observed 2026-07-13T01:18:48.061500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T01:18:48.061500Z digest=sha256:50e405ba463edb46e68f25dd4ab7008135bfed9c5cf9941db6cd8eb4b0646292

Observation cf445179-131f-4e19-b89d-5a56149ea7d0 · inbound

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents cites this paper.

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents S*: Test Time Scaling for Code Generation

Reference 37

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unresolved
no resolver link, observed 2026-08-01T14:11:55.463382Z

Source-reported events for the cited work

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Test-Time Scaling in Reasoning LLMs: Inference Regimes, Evaluation, and Reproducibility cites this paper.

Test-Time Scaling in Reasoning LLMs: Inference Regimes, Evaluation, and Reproducibility S*: Test Time Scaling for Code Generation

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