Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T05:18:41.987170Z
Paper Citation Record · LEDGER
Poly-EPO: Training Exploratory Reasoning Models
As of 14 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 3 inbound Pith citation observations for arXiv:2604.17654.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-08T00:52:47.160676Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T18:43:18.009352Z
Reference resolution
19 of 19 outbound references displayed
- verified exact1
- verified fuzzy14
- unresolved3
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c564b17e-7dc3-47cb-a998-0c4ba4a4edf5 · outbound
This paper cites Seed1.5-thinking: Advancing superb reasoning models with reinforce- ment learning.
Poly-EPO: Training Exploratory Reasoning Models Seed1.5-thinking: Advancing superb reasoning models with reinforce- ment learning
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T09:28:39.111971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2c099cea-425a-4245-aa7d-fc397f30266c · outbound
This paper cites an unresolved cited work.
Poly-EPO: Training Exploratory Reasoning Models Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T21:30:40.148231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fc7dbb25-cc24-4105-a493-0b342a148eb2 · outbound
This paper cites Each response contains a reasoning process and final answer.
Poly-EPO: Training Exploratory Reasoning Models Each response contains a reasoning process and final answer
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.138669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bcada313-bea9-4c43-b712-92b374a9915f · outbound
This paper cites 1", "2".
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.150308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 83f9c4e3-b8e1-4954-bf56-e3c8004da013 · outbound
This paper cites chain_of_thought.
Poly-EPO: Training Exploratory Reasoning Models chain_of_thought
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.158519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 75585167-197b-451a-b1a2-dfecbcbcff6a · outbound
This paper cites **Few-Shot Example 1:** **Context:** What is the smallest value of x such that 5x - 1 = 3x + 2? **Responses:**.
Poly-EPO: Training Exploratory Reasoning Models **Few-Shot Example 1:** **Context:** What is the smallest value of x such that 5x - 1 = 3x + 2? **Responses:**
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.143586Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f81d9f6b-852c-4bf6-9ccd-a9e870b428c2 · outbound
This paper cites Solving the first gives 2x = 3 so x = 1.5.
Poly-EPO: Training Exploratory Reasoning Models Solving the first gives 2x = 3 so x = 1.5
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.145745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f3306c61-6937-446f-8e50-fb84f5084680 · outbound
This paper cites For x < -2/3, we have -(5x-1) = -(3x+2).
Poly-EPO: Training Exploratory Reasoning Models For x < -2/3, we have -(5x-1) = -(3x+2)
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.160775Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 38bfe1c9-b078-45ff-a422-2ed5dc7c07b6 · outbound
This paper cites So the answer is x = -0.125 21.
Poly-EPO: Training Exploratory Reasoning Models So the answer is x = -0.125 21
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.156567Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f8995a45-7041-49d6-a2b0-c16acc2449e6 · outbound
This paper cites This expands to 25x^2 - 10x + 1 = 9x^2 + 12x + 4.
Poly-EPO: Training Exploratory Reasoning Models This expands to 25x^2 - 10x + 1 = 9x^2 + 12x + 4
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.140969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cf54d982-a903-4a3a-add0-fddc21ac8f79 · outbound
This paper cites This leads to x = 3/2 and x = 0.
Poly-EPO: Training Exploratory Reasoning Models This leads to x = 3/2 and x = 0
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.154607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 825c93c4-0be7-4a65-ac1a-40c7da4165bd · outbound
This paper cites an unresolved cited work.
Poly-EPO: Training Exploratory Reasoning Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T21:30:40.152500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 06cd9444-465c-4452-ab97-f38b2068821f · outbound
This paper cites 1": {{"chain_of_thought.
Poly-EPO: Training Exploratory Reasoning Models 1": {{"chain_of_thought
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.124778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d36b0da1-8aed-45c9-a590-c16e1ecd3161 · outbound
This paper cites 96 = 2^5 * 3^1.
Poly-EPO: Training Exploratory Reasoning Models 96 = 2^5 * 3^1
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.121695Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8c70f0fb-d56f-4efb-aa84-eee1de5ed316 · outbound
This paper cites Prime factors of 96: 2, 2, 2, 2, 2, 3.
Poly-EPO: Training Exploratory Reasoning Models Prime factors of 96: 2, 2, 2, 2, 2, 3
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.136278Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 880426b9-d659-4952-8eee-3755046154b6 · outbound
This paper cites an unresolved cited work.
Poly-EPO: Training Exploratory Reasoning Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T21:30:40.133999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ecf5c637-8b66-420b-b324-ac305fb29ee9 · outbound
This paper cites an unresolved cited work.
Poly-EPO: Training Exploratory Reasoning Models Unresolved cited work
Reference 17
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-21T21:30:40.129354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6d293eff-1959-4366-bc8a-c9e1f1ed91c1 · outbound
This paper cites 1": {{"chain_of_thought.
Poly-EPO: Training Exploratory Reasoning Models 1": {{"chain_of_thought
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.131645Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 768841d0-504d-4ac5-beab-f6e2d8253dd0 · outbound
This paper cites cluster 100.
Poly-EPO: Training Exploratory Reasoning Models cluster 100
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T21:30:40.127146Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
Observation 9809c917-3228-439f-b51c-3afbcac4f46b · inbound
InferenceBench: A Benchmark for Open-Ended LLM Inference Optimization by AI Agents cites this paper.
InferenceBench: A Benchmark for Open-Ended LLM Inference Optimization by AI Agents Poly-EPO: Training Exploratory Reasoning Models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T13:34:39.675199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1bec3f1-c541-41ac-a4d4-1a9fd41aac15 · inbound
When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO cites this paper.
When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO Poly-EPO: Training Exploratory Reasoning Models
Reference 11
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T18:43:18.128757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a293ce38-319f-47ec-9b3b-0e2eb2034120 · inbound
When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO cites this paper.
When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO Poly-EPO: Training Exploratory Reasoning Models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:52:47.160676Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.