Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T08:29:22.303745Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 2 inbound Pith citation observations for arXiv:2606.23595.
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 2026-06-26T08:29:22.303745Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T05:35:04.826521Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T15:27:04.823304Z
84 of 84 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8e8bd446-ebad-4f9c-a626-19038952b3c3 · outbound
SPIRAL: Learning to Search and Aggregate STaR: Bootstrapping Reasoning With Reasoning , url =
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fba87deb-7de3-48dd-bb41-38d7a6bd06a6 · outbound
SPIRAL: Learning to Search and Aggregate Proceedings of the Nineteenth International Conference on Machine Learning , pages =
Reference 2
Source-reported events for the cited work
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Observation b36a91b0-863a-4b1b-9e53-3ceb7111f660 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 3
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Observation 847539da-1b7f-46d0-9828-5635c917cb95 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 4
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Observation bfe008ef-f3c4-4f15-b772-53e58fab8dcc · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 5
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Observation 0ad93fc6-3f57-4ddc-a045-5b442f0e3d45 · outbound
SPIRAL: Learning to Search and Aggregate 2017 , eprint=
Reference 6
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Observation 7ed62a87-3dd8-4ef0-b318-fdd7d78a711a · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 7
Source-reported events for the cited work
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Observation e9b0c7a2-2491-4ee5-b085-a730f97d2383 · outbound
SPIRAL: Learning to Search and Aggregate International Conference on Machine Learning , year=
Reference 8
Source-reported events for the cited work
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Observation 7e4dc156-f163-4c14-b864-f61a8005a66e · outbound
SPIRAL: Learning to Search and Aggregate 2017 , eprint=
Reference 9
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Observation 56d9a1be-2925-431e-a7af-29b6a142ce9c · outbound
SPIRAL: Learning to Search and Aggregate 2024 , eprint=
Reference 10
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Observation df2a39a7-2e13-45db-b86a-c764de69d1bf · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 11
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Observation 4d258af2-5e7c-46dd-a2c9-a7d634bb9b27 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 12
Source-reported events for the cited work
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Observation 03afe7b6-8000-4f18-a860-72c151cdf074 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 13
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Observation 68976f9a-4725-434c-bcd4-a3c8afba0732 · outbound
SPIRAL: Learning to Search and Aggregate Re- cursive self-aggregation unlocks deep thinking in large language models
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c6bd2208-201a-4f4b-834a-81b435e054c4 · outbound
SPIRAL: Learning to Search and Aggregate International Conference on Learning Representations , volume=
Reference 15
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Observation 8fe8fe12-226a-46ed-bee8-93107f6dae3a · outbound
SPIRAL: Learning to Search and Aggregate Advances in Neural Information Processing Systems , volume=
Reference 16
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Observation 8f074ff9-44a3-483b-beba-a795025bce79 · outbound
SPIRAL: Learning to Search and Aggregate Advances in Neural Information Processing Systems , volume=
Reference 17
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Observation 8ed0e26c-3ec4-4d24-9142-44cbc097041a · outbound
SPIRAL: Learning to Search and Aggregate International Conference on Learning Representations , volume=
Reference 18
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Observation 7b48b519-0d74-4820-8d4d-f1e2f6a20d56 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 19
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Observation 9c78518a-ecaf-4613-9e00-45881d3f2589 · outbound
SPIRAL: Learning to Search and Aggregate Self-Steering Language Models
Reference 20
Source-reported events for the cited work
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Observation 4abc2409-0da6-466a-92bf-3b74b0d4c170 · outbound
SPIRAL: Learning to Search and Aggregate Forty-first international conference on machine learning , year=
Reference 21
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Observation 85ef955a-5ccf-460d-aa26-ff2d1c15badd · outbound
SPIRAL: Learning to Search and Aggregate Advances in neural information processing systems , volume=
Reference 22
Source-reported events for the cited work
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Observation 8326efc7-87d4-4a38-aec9-84a0eca0d92c · outbound
SPIRAL: Learning to Search and Aggregate 2021 , eprint=
Reference 23
Source-reported events for the cited work
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Observation 88b67591-2a4c-4681-8150-fdda979f4227 · outbound
SPIRAL: Learning to Search and Aggregate Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5f1e3398-5a37-4474-9d08-fa961402f62a · outbound
SPIRAL: Learning to Search and Aggregate Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 25
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a35e7df0-aee8-4f87-8a8a-eaa4d4c05ef8 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 26
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Observation d8aa53a3-1413-4d14-8200-5bd0faab759b · outbound
SPIRAL: Learning to Search and Aggregate Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 27
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bfa1545a-8662-42e3-ab54-be0abab36ede · outbound
SPIRAL: Learning to Search and Aggregate Trinh, Garrett Bingham, Dawsen Hwang, Yuri Chervonyi, Junehyuk Jung,JoonkyungLee,CarloPagano,SanghyunKim,FedericoPasqualotto,SergeiGukov, Jonathan N
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5a6cb071-8e10-4574-9779-1510b8805deb · outbound
SPIRAL: Learning to Search and Aggregate Winning gold at imo 2025 with a model-agnostic verification- and-refinement pipeline
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6a6d9d6b-707f-4187-9ece-52dadafd20bb · outbound
SPIRAL: Learning to Search and Aggregate DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a8e08128-0b8a-473d-87bf-84cb471386c8 · outbound
SPIRAL: Learning to Search and Aggregate AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e1fd4a5-7b1a-4841-b9a6-f4fd44de4a29 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , url =
Reference 32
Source-reported events for the cited work
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Observation dce07736-80cb-4648-892e-1aa8013d3093 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 33
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Observation 4fd748aa-cd95-433b-95ed-22ad69d96f7b · outbound
SPIRAL: Learning to Search and Aggregate Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dbaf4147-b22f-4315-a16c-05b1c88f2917 · outbound
SPIRAL: Learning to Search and Aggregate Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 47654f7a-6219-4b8a-8bc7-afa50e2a23df · outbound
SPIRAL: Learning to Search and Aggregate Learning to Discover at Test Time
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7ff8c91b-ae34-4506-b753-4c1566593b30 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 37
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Observation f018690d-943a-43fd-9cd0-add2211e3c2d · outbound
SPIRAL: Learning to Search and Aggregate [CD11] Yang Cai and Constantinos Daskalakis
Reference 38
Source-reported events for the cited work
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Observation 47230dab-dad4-4a01-9e6c-bd381949595d · outbound
SPIRAL: Learning to Search and Aggregate Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=
Reference 39
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Observation 84a6e3da-7bb7-40f4-a2a5-872f0f312344 · outbound
SPIRAL: Learning to Search and Aggregate 2023 , eprint=
Reference 40
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Observation efd2f71a-91b5-400e-8a5f-ac3ff3139cec · outbound
SPIRAL: Learning to Search and Aggregate Advances in neural information processing systems , volume=
Reference 41
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Observation c96abdf0-4672-43f1-a6b9-a8f9360bf40d · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 42
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Observation cacbd0b9-b620-4deb-833b-f227ebfbdabb · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 43
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Observation 37d49647-ed3f-446e-9cb7-8cc3781f7c92 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 44
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Observation 8dbefca3-7486-4af6-913c-962e81d4329e · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 45
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Observation d1d1c74a-a286-4855-8240-e0c216ad3ee3 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 46
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Observation 1542c015-7232-4d07-bf89-a346ae0a4065 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 47
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Observation 448581c1-4c99-47da-9b30-d6f176b30e11 · outbound
SPIRAL: Learning to Search and Aggregate Optimizing Language Models for Inference Time Objectives using Reinforcement Learning
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b2eefbab-d72f-4aa1-a01b-8e1d9a4fd5d2 · outbound
SPIRAL: Learning to Search and Aggregate and McAllester, David and Singh, Satinder and Mansour, Yishay , title =
Reference 49
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Observation 8deec77d-754d-43cb-9c6a-9511f555cf60 · outbound
SPIRAL: Learning to Search and Aggregate and Barto, Andrew G
Reference 50
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Observation 66330b3f-f1a6-47c0-9610-c3a3f9b0a441 · outbound
SPIRAL: Learning to Search and Aggregate A Natural Policy Gradient , url =
Reference 51
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Observation 0b56b821-9832-4600-acfb-1c876b6ad68d · outbound
SPIRAL: Learning to Search and Aggregate Sutton, Mohammad Ghavamzadeh, and Mark Lee
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e1ab8f19-5e5f-4911-8aae-f500dc1c1ce0 · outbound
SPIRAL: Learning to Search and Aggregate 2013 , eprint=
Reference 53
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Observation bd2a4734-5a35-4382-b8e3-63a39dfc7e6c · outbound
SPIRAL: Learning to Search and Aggregate Lillicrap and Jonathan J
Reference 54
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Observation 279cb836-1971-4ba9-91e2-09c180d33eb4 · outbound
SPIRAL: Learning to Search and Aggregate 2017 , eprint=
Reference 55
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Observation 128bb297-42ef-4b04-b852-d212e8e30da5 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 56
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Observation d81bed5a-5d00-4797-9267-8917eeac6324 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 57
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Observation b0fe35e0-fd0c-4d01-b153-2acd0ff7bc7b · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 58
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Observation c89dafc0-9f06-4482-a6cc-01a4566ab554 · outbound
SPIRAL: Learning to Search and Aggregate MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Reference 59
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a5eabf8-c928-4ce5-8023-9db90dd57316 · outbound
SPIRAL: Learning to Search and Aggregate POLARIS: A Post-Training Recipe for Scaling Reinforcement Learning on Advanced Reasoning Models , url =
Reference 60
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Observation 29e4e955-84d1-4a50-9215-636d155dd674 · outbound
SPIRAL: Learning to Search and Aggregate ICML 2025 Workshop on Long-Context Foundation Models , year=
Reference 61
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Observation 311dc0c2-2945-4eb4-9ca8-b789b82b3149 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 62
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Observation 3760c599-d60b-4256-8168-fe4607fee271 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 63
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Observation 0da76e00-f5d8-46cb-b03a-f3a44ad9bd69 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 64
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Observation 1e984916-6532-4d0f-b3c7-b69b2b3d9c1b · outbound
SPIRAL: Learning to Search and Aggregate and Hruschka, E
Reference 65
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 673888e0-5cdf-4452-91b3-c97d740db365 · outbound
SPIRAL: Learning to Search and Aggregate Advances in Neural Information Processing Systems , volume=
Reference 66
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Observation 59b29e7b-5db4-4d2a-9604-33fe40506483 · outbound
SPIRAL: Learning to Search and Aggregate Automatic Chain of Thought Prompting in Large Language Models
Reference 67
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0d8604ba-52c4-4c6c-9397-50920c32f0c9 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 68
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Observation ef99f5d7-dc17-45c6-bbab-e9dab1cf342c · outbound
SPIRAL: Learning to Search and Aggregate 2026 , url =
Reference 69
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Observation 42e8dedf-fb9f-4dec-a2cb-2d4ac92bbf55 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 70
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Observation 941adafe-b83d-4886-9cb6-415179fd405f · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 71
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Observation 7ca1efc0-2217-4ece-a197-36bb3f52c05b · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 72
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Observation 60a1ad6d-12e5-404b-aebd-06c918bc6ab0 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 73
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Observation adb356fa-1103-4c06-964d-b53819cb3542 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 74
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Observation 2274188c-171b-461a-9193-55b7341a8245 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 75
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Observation 8b868b1f-2e57-47e7-a985-e8293f14c3f9 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 76
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Observation 71ad3a18-843f-4294-9056-869a15b689f8 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 77
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Observation 804de018-1d32-45fd-a985-0efdc4d891f7 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 78
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Observation 6cdcb993-31a7-4574-af66-a61dbc0917d8 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , month = feb, day =
Reference 79
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Observation b44d2f4f-1195-4177-b09c-bbba37da2dfb · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 80
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Observation f4c0a85b-68f6-4b43-948d-bc3066afbc7d · outbound
SPIRAL: Learning to Search and Aggregate 15 Advancing Mathematics Research with AI-Driven Formal Proof Search Accelerating scientific research with gemini: Case studies and common techniques
Reference 81
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2694a757-05a8-4cf6-a123-9abbee114807 · outbound
SPIRAL: Learning to Search and Aggregate 2025 , eprint=
Reference 82
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Observation d06ea7e9-a561-4850-bb99-a68d5abb0b11 · outbound
SPIRAL: Learning to Search and Aggregate 2026 , eprint=
Reference 83
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Observation 089b073c-8c61-470a-9737-da66bb48c938 · outbound
SPIRAL: Learning to Search and Aggregate Proceedings of the 43rd International Conference on Machine Learning , series =
Reference 84
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Observation cad842c5-e62e-49ea-969b-a53947e0a4a3 · inbound
QuasiMoTTo: Quasi-Monte Carlo Test-Time Scaling SPIRAL: Learning to Search and Aggregate
Reference 12
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f2dcbbff-20b9-4f11-bda1-d217c4446bba · inbound
Stage-Replay Divergence Follows the KV Cache: Fixed-Prefix Precision Controls and Bidirectional Cache Transplantation SPIRAL: Learning to Search and Aggregate
Reference 5
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