Paper Citation Record · LEDGER

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

As of 16 August 2026, this Paper Citation Record lists 100 of 118 outbound references and 3 inbound Pith citation observations for arXiv:2606.06096.

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

pith.paper-citation-record.v1
2606.06096 v1

Coverage vector

measured 100 of 118 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:17:30.974692Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:49:55.058885Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 118 outbound references displayed

verified exact20
verified fuzzy0
unresolved75
parse uncertain0
malformed identifier0
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6bbe41e9-c457-4f14-920c-82a18c47909f · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67372aeb-1a9a-4e8c-b557-a2d193af377b · outbound

This paper cites and Tasche, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Tasche, D

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b6ad3c3-2312-4ad6-b21f-f67ff584f00d · outbound

This paper cites and Tasche, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Tasche, D

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d734e41d-c2d3-417e-9e9a-4926572df2dc · outbound

This paper cites S., Courville, A.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation S., Courville, A

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d38442-5171-4cd7-9f1f-616052ba1482 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9dc0e8-2467-4616-a2c4-77519f1d3772 · outbound

This paper cites C., Balakrishnan, N., and Nagaraja, H.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation C., Balakrishnan, N., and Nagaraja, H

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed458d4d-2b50-4855-a16a-068d74a833ea · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed8db11-6ae5-4a2d-9b05-9405149729da · outbound

This paper cites The best of n worlds: Aligning reinforcement learning with best-of-n sampling via max@ k optimisation.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation The best of n worlds: Aligning reinforcement learning with best-of-n sampling via max@ k optimisation

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.997320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8be19c04-74d7-47f6-b0fd-69d903612004 · outbound

This paper cites W., Budden, D., Dabney, W., Horgan, D., Dhruva, T.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation W., Budden, D., Dabney, W., Horgan, D., Dhruva, T

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c03f5b8a-27a6-4bcf-9d5a-7e7e1fb32cb2 · outbound

This paper cites G., Dabney, W., and Munos, R.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., Dabney, W., and Munos, R

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c2d222-876e-467c-bbb1-80cf0a0cc093 · outbound

This paper cites G., Dabney, W., and Rowland, M.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., Dabney, W., and Rowland, M

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f61ab70-1e4c-4b68-9837-e85bb3ca9da2 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fed56f6-89cc-4ad9-bb07-21ea0d69d622 · outbound

This paper cites Post-training as reweighting: A stochastic view of reasoning trajectories in language models.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Post-training as reweighting: A stochastic view of reasoning trajectories in language models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:57.013582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a19832b1-e827-45fa-a9ac-bf417fe9fe36 · outbound

This paper cites Exploration by Random Network Distillation.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Exploration by Random Network Distillation

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:57.010748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6e07ee2f-1a3a-41bf-a214-2692d2c51cdb · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf266e16-1f0e-4beb-aa2b-53b43d7cb0ac · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd8f441-5de7-408b-9bc6-08fa8cb0c68e · outbound

This paper cites arXiv preprint arXiv:2510.15020 , year=.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation arXiv preprint arXiv:2510.15020 , year=

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:16:56.988341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1488be54-a811-486c-99e9-7a5ac8d5a57b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Evaluating Large Language Models Trained on Code

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.990950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 742e7457-58dc-4252-90bd-f8328b9c11b5 · outbound

This paper cites Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.976361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1c3865e6-26ba-4ba3-9b5f-a6c6e499abc3 · outbound

This paper cites Reasoning with Exploration: An Entropy Perspective.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Reasoning with Exploration: An Entropy Perspective

Reference 20

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T12:16:57.019055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 36a0bd92-68f0-4357-84e1-0bd2ea533a84 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a20b1c02-b180-454f-b135-13ecaaefcd35 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca39b96c-61e0-444e-901a-9a0fad101445 · outbound

This paper cites F., Leike, J., Brown, T., Martic, M., Legg, S., and Amodei, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation F., Leike, J., Brown, T., Martic, M., Legg, S., and Amodei, D

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3508b074-851f-4c04-8f83-eb4b4f598bdc · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:57.021716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f763a0cc-b51b-45be-a953-a99ac413ffac · outbound

This paper cites Y ., Jegelka, S., and Krause, A.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Y ., Jegelka, S., and Krause, A

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 409765b5-2fde-487a-8bda-19691b9bda7e · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aa3947d-975c-444e-98b1-f8ca28a6633c · outbound

This paper cites G., and Munos, R.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., and Munos, R

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf1c61f-194c-4cff-952d-45736a1b9343 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a394e4ba-cb6a-4371-afd0-3cad2a1afd05 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7542aff4-d641-4550-ab89-5bb7ad8db0ca · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d004ed-24c6-44e5-9be7-c7ffa6695944 · outbound

This paper cites arXiv preprint arXiv:2505.17621 , year=.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation arXiv preprint arXiv:2505.17621 , year=

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:57.024503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fcce7173-ccef-4383-ade1-37a4c2d6d446 · outbound

This paper cites The Llama 3 Herd of Models.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation The Llama 3 Herd of Models

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:57.027162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 39634bea-8030-4353-8a14-f3064ea6f4eb · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46d03bed-f440-4ded-ba3a-f1b6e0979fc9 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:57.016459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 13892c65-42a6-49f2-bc6b-0658da879580 · outbound

This paper cites W., Fried, D., and Welleck, S.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation W., Fried, D., and Welleck, S

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fafb7de-e62c-4899-9c74-2a93f1656105 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Measuring Mathematical Problem Solving With the MATH Dataset

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:57.029462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 18d09a0b-86b8-4d59-8d44-b996997d5cee · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ae0a11-c0c6-4e12-b5f9-c17f385aa5df · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d6d0b61-e21e-41ea-8e9b-7370b65312db · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b0c7e0-a956-4c99-892e-8928f9b3951e · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7dff10-a709-4c6f-9d85-ba27ac8b7fac · outbound

This paper cites Emergent Slow Thinking in LLMs as Inverse Tree Freezing.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Emergent Slow Thinking in LLMs as Inverse Tree Freezing

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.947312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4fb6ba7f-4d7f-4932-953d-d0ed1baa6e42 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23e435fb-24b5-4bbe-914f-a260c9b40ad8 · outbound

This paper cites OpenAI o1 System Card.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation OpenAI o1 System Card

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.941459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 98b231ad-f53c-4d69-ab6d-712a30b8dd52 · outbound

This paper cites arXiv preprint arXiv:2509.25133 , year=.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation arXiv preprint arXiv:2509.25133 , year=

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.955387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d638f6b4-867f-40f6-858c-d3beea050cf0 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 272c2537-9058-4dc8-a382-654e2f0ca9a8 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3589b422-e57f-42c8-b3b2-334b8f4abbd8 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

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Observation 78e959cf-3164-40bd-afdc-a82d9627c7f8 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

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Observation 0e9b16a8-13c6-4e23-95ea-facf7c89e15c · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d15ad7bf-d25e-4e40-b78c-f27a85c75a2c · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0a6fd1-2f1d-4454-a872-e5b23f2bd29e · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9766548b-9624-466e-94dc-8525bc3afc8f · outbound

This paper cites J., Dohan, D., Dyer, E., Michalewski, H., Ramasesh, V.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation J., Dohan, D., Dyer, E., Michalewski, H., Ramasesh, V

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3670faa7-ac27-4631-b212-00732dcaccf4 · outbound

This paper cites Jointly Reinforcing Diversity and Quality in Language Model Generations.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.970665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9019fbe1-78ef-4763-a57b-0c26f0bbe288 · outbound

This paper cites Can llms guide their own exploration? gradient-guided reinforcement learning for llm reasoning.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Can llms guide their own exploration? gradient-guided reinforcement learning for llm reasoning

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:57.038294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae639a4d-aa39-4baa-bfa9-0b79027870ae · outbound

This paper cites S., and Lin, M.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation S., and Lin, M

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 625f52d9-d87e-4203-b868-445bb8edead4 · outbound

This paper cites and Mendelson, S.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Mendelson, S

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8983f42-171f-47aa-a584-d2012c607de9 · outbound

This paper cites G., and Castro, P.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., and Castro, P

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

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Observation 00748d4d-6460-4689-b947-ed3a125f0071 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 58

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Observation 42fd3e5e-01ee-4e2d-9447-2b59e0b22559 · outbound

This paper cites A., Paudice, A., and Pontil, M.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation A., Paudice, A., and Pontil, M

Reference 59

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Observation d3c720cc-365d-4fdb-8f9d-61b1a536758a · outbound

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OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 60

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Observation 0807f02e-bc03-4d3b-a724-32f4c6fc45ac · outbound

This paper cites and Rezende, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Rezende, D

Reference 61

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Observation 4025a78d-b25f-400e-99ea-087605a219bb · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 62

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Observation 5ed2b147-4755-4f53-becb-57c6d150ae70 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 63

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Observation 03f5c51e-1469-4234-874a-21e2a4a87cca · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 64

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Observation ccf89d13-ded4-4b4f-8fee-bb8911bfd741 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation WebGPT: Browser-assisted question-answering with human feedback

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.985569Z

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Observation a679b167-5a0e-4a51-b5ee-d29384f3d52d · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 66

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Observation 9647f19b-b66b-4b1b-b610-53d5aac30c62 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 67

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Observation 6b263c29-38b7-479d-aa92-a2b9b6888a89 · outbound

This paper cites and Tamir, A.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Tamir, A

Reference 68

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Observation c74060a8-830f-4b02-9856-42a131df3793 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 69

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Observation f79f92d3-68de-466b-867b-49f33019373f · outbound

This paper cites Solving Rubik's Cube with a Robot Hand.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Solving Rubik's Cube with a Robot Hand

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.958620Z

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Observation ce49015f-1f6d-4d6c-84f7-711e95b0b001 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 71

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Observation 366f7fe5-0f55-4a60-bd85-cb0cdfcbc022 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 72

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Observation 31d081c9-15af-4a00-b9dc-1e2f6a7fe52c · outbound

This paper cites E., Peters, J., and Doya, K.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation E., Peters, J., and Doya, K

Reference 73

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Observation d63b31ca-4516-4fdc-a7fb-d255de1e28bb · outbound

This paper cites and Seno, T.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Seno, T

Reference 74

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Observation 48bce378-adb6-4362-a12b-305d0e744023 · outbound

This paper cites and Sugiyama, M.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Sugiyama, M

Reference 75

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Observation 15b98f5c-1854-47f1-a3f0-8c48c9c161f8 · outbound

This paper cites and Schaal, S.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Schaal, S

Reference 76

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Observation 5665ea70-ae1c-4788-af9a-821f9dc27232 · outbound

This paper cites and Schaal, S.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Schaal, S

Reference 77

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Observation f9f164ab-8727-48bb-950c-eca4c0fae80d · outbound

This paper cites J., Mohamed, S., and Wierstra, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation J., Mohamed, S., and Wierstra, D

Reference 78

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Observation 762b100a-b9d1-449c-897e-9cfcb64e726e · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 79

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Observation e7a4de8a-e39d-44bd-918e-a5ce461b9080 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 80

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Observation 9802d0fd-3880-406a-a74e-1e3427e73094 · outbound

This paper cites G., Dabney, W., Munos, R., and Teh, Y.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., Dabney, W., Munos, R., and Teh, Y

Reference 81

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Observation be2acb0c-fd65-4995-8ecb-78065e3b6f21 · outbound

This paper cites G., and Dabney, W.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation G., and Dabney, W

Reference 82

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Observation 18fc5695-e22c-4d53-9796-fff3c94285ae · outbound

This paper cites e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs

Reference 83

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:16:56.964580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cecee2b2-8406-4f3c-8593-80399a10b817 · outbound

This paper cites Rethinking Reflection in Pre-Training.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Rethinking Reflection in Pre-Training

Reference 84

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:16:56.961703Z

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Observation f96994a6-6f4e-4f8a-a684-bdd6ee636f34 · outbound

This paper cites and Wexler, Y.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Wexler, Y

Reference 85

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Observation df998907-4508-4892-83b2-740c5a2795e1 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 86

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:16:56.993763Z

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Observation 45222633-c3e5-4ff7-be95-c38ad2ed293c · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 87

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Observation dcd92603-873f-47ff-bb13-15e92155bbd8 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 88

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Observation 16bb2b31-70fd-4f6b-a9b3-4f2dfaea7c4f · outbound

This paper cites and Sanghavi, S.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Sanghavi, S

Reference 89

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Observation a8126bf8-e979-40d1-a9e8-ef3344887b16 · outbound

This paper cites Outcome-based Exploration for LLM Reasoning.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Outcome-based Exploration for LLM Reasoning

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.999981Z

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Observation c5026d0c-818f-4ffd-b6fd-53933f5ceb13 · outbound

This paper cites M., Foster, D., and Ghai, U.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation M., Foster, D., and Ghai, U

Reference 91

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Observation 7cbba2a4-979f-4a9d-a91f-c5bae3d4a6f5 · outbound

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OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation M., Lowe, R., V oss, C., Radford, A., Amodei, D., and Christiano, P

Reference 92

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

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Observation 4382454d-d04e-47b3-970c-44f0e977c931 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 93

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Observation 6091ce7d-dbbd-47a3-9618-c718f9da7b99 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 94

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Observation 13be03e1-bbe2-431c-92d7-0d7d73db1684 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 95

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Observation c6196c4d-4b05-4577-9504-dfebd55d8b57 · outbound

This paper cites Representation-Based Exploration for Language Models: From Test-Time to Post-Training.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Representation-Based Exploration for Language Models: From Test-Time to Post-Training

Reference 96

Resolution: metadata mismatch; arxiv_id, observed 2026-07-16T02:22:28.823656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 52c6e4ae-7cdd-4b4b-87ca-dacc612433ee · outbound

This paper cites and Karkhanis, D.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation and Karkhanis, D

Reference 97

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Observation 14bc830f-7cf5-414e-be80-85bdfbde41bb · outbound

This paper cites A., Le, Q., Diao, E., Zhou, J., Ding, J., and Anwar, A.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation A., Le, Q., Diao, E., Zhou, J., Ding, J., and Anwar, A

Reference 98

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

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Observation 32374512-3c5e-4da4-bf6d-26d1d08dc426 · outbound

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OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.982648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 31dd2fcf-c01c-48a3-9055-5dfd79f5f970 · outbound

This paper cites an unresolved cited work.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-06-28T02:17:30.974692Z

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Pith citing papers

Observation 6896b378-7fed-44bd-b6f8-dcd0c1a30cb5 · inbound

Rank-Conditioned Sample Reuse for the Plackett--Luce Best-of-$K$ Objective cites this paper.

Rank-Conditioned Sample Reuse for the Plackett--Luce Best-of-$K$ Objective OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T06:44:16.198117Z

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Observation 61c207e2-3e47-44ae-a1b7-dae906663094 · inbound

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation cites this paper.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.561057Z

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Observation f65710a9-e0cd-46d2-9e9c-bdffc8fa8711 · inbound

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Stabilized Best-of-$K$ Training for Neural Combinatorial Optimization OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

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Unavailable: canonical work link unavailable.