Paper Citation Record · LEDGER

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2501.13120.

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

pith.paper-citation-record.v1
2501.13120 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:04:54.916213Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

18 of 18 outbound references displayed

verified exact1
verified fuzzy4
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 887b80e1-e280-446a-aa3a-a38fc0350b42 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Constitutional AI: Harmlessness from AI Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.813037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d6cd406-54a6-4377-a707-1e4d50d39fad · outbound

This paper cites M.; and Tambe, M.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness M.; and Tambe, M

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:04:55.367084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a989e16e-4ffd-45ba-9431-26531a278711 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.340601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bb3bb941-6041-4f08-830c-69766fdd5402 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.320162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f7086f87-a79c-41df-9c07-a60e51fa6b4d · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.300266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 55acfd44-d292-4c17-bcbc-396e435d5043 · outbound

This paper cites J.; Loftus, J.; Russell, C.; and Silva, R.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness J.; Loftus, J.; Russell, C.; and Silva, R

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:04:55.273523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e5c5b9e-0d1f-4aad-8466-8707d846346c · outbound

This paper cites Reward Design with Language Models.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Reward Design with Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.853730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01492a59-76b1-435c-ad4f-ca6647148046 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.252323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b74befbd-ffd8-4c66-9c26-29e1d4bcf466 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.231917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc790e0a-314f-4774-894c-5d8d1f40f513 · outbound

This paper cites J.; Liang, W.; Wang, G.; Huang, D.-A.; Bastani, O.; Jayaraman, D.; Zhu, Y.; Fan, L.; and Anandkumar, A.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness J.; Liang, W.; Wang, G.; Huang, D.-A.; Bastani, O.; Jayaraman, D.; Zhu, Y.; Fan, L.; and Anandkumar, A

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:04:55.211538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 39ee6c7d-c451-4467-b7e2-6f4f9e703e0a · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.191054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 98d21493-d420-40fa-8fe8-5fc8504dadd3 · outbound

This paper cites A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-10T18:04:54.996891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 954f971b-7187-4da0-a4d0-678d25b343da · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Gemini: A Family of Highly Capable Multimodal Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.883868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a770e486-f804-4696-880a-9d798cfa7008 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.167131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 58d94fcb-fd06-497e-b689-577f2ea0b542 · outbound

This paper cites an unresolved cited work.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:04:55.146416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa598989-eb82-40ab-a639-4c3deebb7056 · outbound

This paper cites G.; Chiang, H.-T.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness G.; Chiang, H.-T

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:04:55.121802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5d1fff12-891b-4431-96b6-99f8e529f13b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness , " * write output.state after.block = add.period write newline

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.910315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba5007b-9747-43f8-837d-611e7aff69ac · outbound

This paper cites write newline.

Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness write newline

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T18:04:54.916213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.