Paper Citation Record · LEDGER

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL

As of 19 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2608.11669.

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

pith.paper-citation-record.v1
2608.11669 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:37:05.672998Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact3
verified fuzzy10
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6076add9-e9e3-4203-ae74-70a2349023c4 · outbound

This paper cites Concrete Problems in AI Safety.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Concrete Problems in AI Safety

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.564839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1229a9f9-4182-4fa0-8c45-cb302b0e0911 · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.569266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee9d6a7f-2923-4527-ab46-ac0ba53f04b7 · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.996668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 007d6dc4-72f5-4e33-876a-cfc420800f44 · outbound

This paper cites Coste, U.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Coste, U

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.987657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ced520a8-744b-4b80-8959-ce0ca8a4cdaf · outbound

This paper cites Eisenstein, C.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Eisenstein, C

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.978178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 42c0dbc4-12b6-4669-8433-38a21224cd87 · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.959017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ca764b38-6218-491a-a97b-63a2a052ade1 · outbound

This paper cites Gunjal, A.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Gunjal, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.949178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 56f7a73b-780f-4f02-b303-2b4e83b859ae · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.595958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a8a977-6946-4011-a458-df5887736b60 · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.939720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4831f5a2-441e-4dab-8509-26f24275999b · outbound

This paper cites Reinforcement Learning with Rubric Anchors.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Reinforcement Learning with Rubric Anchors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.606844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f6a6381-8ce0-4888-bcfb-da7c5973bd8d · outbound

This paper cites Lambert, J.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Lambert, J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.929724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 22637153-0fda-483c-bd5b-8490bac47e25 · outbound

This paper cites GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.614047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5819290-48a4-4806-b1d8-bf66fbc48dd8 · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-16T00:37:05.711565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e3b88169-1226-4e53-acce-9e0bda678ccc · outbound

This paper cites Reward Hacking in Rubric-Based Reinforcement Learning.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Reward Hacking in Rubric-Based Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.621586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 672aea35-8bbd-4819-8d64-217f64f42f2e · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.918328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc0e314b-ec0c-487c-a7bc-7b92d9742de3 · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.907089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4f14d95a-421d-4949-83e4-6da04feceabb · outbound

This paper cites Rezaei, R.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Rezaei, R

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.897136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 34c42794-77fc-408c-b28c-80aa1079a90c · outbound

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

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.636116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07ce2c7-1ec5-46f0-9d6d-9d86ff2ec7e3 · outbound

This paper cites Skalse, N.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Skalse, N

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.886428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d580ad2-bebe-49b9-b82c-1afcf262ae1e · outbound

This paper cites Srivastava, G.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Srivastava, G

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.874691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3ce44013-14c0-4e54-a4ca-64e4e0d56b28 · outbound

This paper cites Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.647070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd98d3d7-7071-4401-bba9-14d43339ba2f · outbound

This paper cites Viswanathan, Y.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Viswanathan, Y

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.863032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 572c7b44-7e8b-4bd0-be20-9f7b5a46feca · outbound

This paper cites Reproducing, Analyzing, and Detecting Reward Hacking in Rubric-Based Reinforcement Learning.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Reproducing, Analyzing, and Detecting Reward Hacking in Rubric-Based Reinforcement Learning

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:37:05.753462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4002b202-817c-4d1e-b228-9d41a8226779 · outbound

This paper cites Qwen3 Technical Report.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Qwen3 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.657912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 795661d2-e781-466b-b7bf-8bfba468692a · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.661644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a8db004-f0bf-4fb3-825f-e333030514c0 · outbound

This paper cites Zhang, Y.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Zhang, Y

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:05.665892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4f4e1cd-bf53-415f-8462-0d20e50edcf4 · outbound

This paper cites Zheng, W.-L.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Zheng, W.-L

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.845679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5802a5c6-d03c-48c5-adc0-b6544f1982c0 · outbound

This paper cites never optimize the same rubric twice.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL never optimize the same rubric twice

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:37:05.833730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0d71aa7d-18ac-47b7-bbe6-239dc779810e · outbound

This paper cites an unresolved cited work.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:37:05.968878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f98d6d96-eed1-44be-9725-88ea1be5f86b · outbound

This paper cites doi: 10.18653/v1/2026.acl-long.820.

Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward RL doi: 10.18653/v1/2026.acl-long.820

Reference 2026

Resolution: verified exact; doi, observed 2026-08-16T00:37:05.721818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.