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Paper Citation Record · LEDGER

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies

As of 12 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 1 inbound Pith citation observation for arXiv:2604.12086.

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

pith.paper-citation-record.v1
2604.12086 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:18:34.711294Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T02:39:02.891861Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fdd513df-48e8-4f25-a680-877992d8f2a5 · outbound

This paper cites Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St´ efan J.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, St´ efan J

Reference 1

Resolution
metadata mismatch
doi, observed 2026-05-10T15:20:31.842146Z

Source-reported events for the cited work

correction dated 2020-03-04. Source: crossref record 10.1038/s41592-020-0772-5->10.1038/s41592-019-0686-2:correction, observed 2026-07-11T03:08:19.430942+00:00. This notice travels one citation hop only.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:1542238bf62585e830464c63f09b729e82da2d06b1895a8592b6a507838f2b2f

Observation c3352753-1e46-4853-890c-230e5969ff7b · outbound

This paper cites (L(s, a)−λ 1 Rproxy(s,a) V −λ 2)2 4λ3 # +λ1r+λ 2M+λ 3(M2+V 2) (20) We now compute the gradients of the dual objective with respect to the dual variables: ∂l0 ∂λ1 =−E µπref.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies (L(s, a)−λ 1 Rproxy(s,a) V −λ 2)2 4λ3 # +λ1r+λ 2M+λ 3(M2+V 2) (20) We now compute the gradients of the dual objective with respect to the dual variables: ∂l0 ∂λ1 =−E µπref

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:10:52.502911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:42a7487f5a653fd086a6939090989b40b5e8c864f7441f8a94909f2ecacde510

Observation cee8c42a-ff87-43a6-b19c-3846beea47eb · outbound

This paper cites an unresolved cited work.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:10:52.509742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:00fae645ff69199c6cefacd16a4bf76c61782d680ab8f860ad7116272bee0b46

Observation aaa2ac24-6f0d-4bde-9509-a79ae1f116e8 · outbound

This paper cites an unresolved cited work.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:10:52.514685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:5e54b116f9e1bc87074b7d7fa10f64d3002586eb1e8f1e20b7ba85cc9d5f8c1d

Observation e3ea21a6-7d97-4e3c-94e0-9f65899211db · outbound

This paper cites sprinkler state.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies sprinkler state

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-05-18T04:10:52.507192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:c290032be4d364fd7ac952f1ffaf511c5aa13656b949c35e75c560dbbfbdec3b

Observation bb76546b-be2e-421e-bb52-ceccf55e2813 · outbound

This paper cites We should note that the reason these frameworks are potentially applicable is that our formulation admits a closed-form solution for the inner minimization.

Robust Optimization for Mitigating Reward Hacking with Correlated Proxies We should note that the reason these frameworks are potentially applicable is that our formulation admits a closed-form solution for the inner minimization

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:10:52.512398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:18:34.711294Z digest=sha256:0edf6ce161c1104d265316f9d1dbe321713505a1427441a0c671efb61aa3c298

Pith citing papers

Observation e5325547-b6a6-435c-a3ef-e33544c56a13 · inbound

Multimodal Reward Hacking in Reinforcement Learning cites this paper.

Multimodal Reward Hacking in Reinforcement Learning Robust Optimization for Mitigating Reward Hacking with Correlated Proxies

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-13T02:39:02.891861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T02:39:02.891861Z digest=sha256:d6dd2131bd26d7065a32fb17be6dff47214216882109f64ddbf6aa761c058b14