Paper Citation Record · LEDGER

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution

As of 20 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.13492.

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

pith.paper-citation-record.v1
2412.13492 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:09:46.548746Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

15 of 15 outbound references displayed

verified exact0
verified fuzzy8
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed7f5a96-23e4-476c-9472-1dbf3302eb33 · outbound

This paper cites an unresolved cited work.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:09:46.863199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 15149894-1abf-42a3-8bbc-b56c3608e1b6 · outbound

This paper cites an unresolved cited work.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:09:46.821947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 17e6cd46-e057-42db-96e0-217da7f9a3af · outbound

This paper cites Under no circumstance can you in- troduce new input variables.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Under no circumstance can you in- troduce new input variables

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.787211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5acad43c-9f9f-4d8a-88c2-6d4efb5cc494 · outbound

This paper cites Each transformed reward component should have its own temperature variable.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Each transformed reward component should have its own temperature variable

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.842675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ade6ac28-ae59-4184-9fb1-63855f73ebc2 · outbound

This paper cites an unresolved cited work.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:09:46.765430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d0377722-aeeb-41e6-9960-83f71f4bf7cc · outbound

This paper cites You may consider: (a) Changing its scale or the value of its temperature pa- rameter (b) Re-writing the reward component (c) Discarding the reward component.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution You may consider: (a) Changing its scale or the value of its temperature pa- rameter (b) Re-writing the reward component (c) Discarding the reward component

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.741325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7d02b0e4-dc15-41d9-8421-0637dc9537db · outbound

This paper cites Please analyze each existing reward component in the sug- gested manner above first, and then write the reward function code.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Please analyze each existing reward component in the sug- gested manner above first, and then write the reward function code

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.706990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9dc958a7-a338-4c28-bca7-116918188d81 · outbound

This paper cites ‘‘‘python ... ‘‘‘.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution ‘‘‘python ... ‘‘‘

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.886098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 614c3def-6066-4f28-8689-2793cd4614db · outbound

This paper cites an unresolved cited work.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:09:46.680829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b3385918-2d74-410d-b0c2-5012f47370f1 · outbound

This paper cites Each transformed reward component should have its own temperature variable.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Each transformed reward component should have its own temperature variable

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.661971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a0b0bbf0-220e-41a4-bad2-3dc3705f9644 · outbound

This paper cites an unresolved cited work.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:09:46.640643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 08753ce8-d286-45f5-b2db-041e3dc195e9 · outbound

This paper cites Un- der no circumstance can you introduce new input vari- ables.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Un- der no circumstance can you introduce new input vari- ables

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.619628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 53867a7a-1d4e-4f45-aff5-9ade45212742 · outbound

This paper cites Maintaining Plasticity in Deep Continual Learning.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution Maintaining Plasticity in Deep Continual Learning

Reference 318

Resolution: unresolved; no resolver link, observed 2026-08-11T13:09:46.454679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64c91e9a-1dba-4cd0-b8a6-fb77167e6ab9 · outbound

This paper cites initial prompt.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution initial prompt

Reference 2008

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:09:46.906425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dbae3db7-13b4-4f0a-9134-b85f42e72b46 · outbound

This paper cites In Conference on robot learning, 287–.

Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution In Conference on robot learning, 287–

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T13:09:46.448315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.