Paper Citation Record · LEDGER

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.14180.

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

pith.paper-citation-record.v1
2607.14180 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T03:34:08.140575Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 81902e09-5352-4574-85ba-cd3d46dc33d1 · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:08.069750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c23ed939-7c91-4a28-bad8-be69926009aa · outbound

This paper cites Offline Learning from Demonstrations and Unlabeled Experience.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Offline Learning from Demonstrations and Unlabeled Experience

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.409979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7a23a83-34a6-433a-8cc7-5c5bd8df2a24 · outbound

This paper cites B Related Work Learning dynamics from preferences.Several recent papers have detailed methods for improv- ing world model realism with human preferences.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences B Related Work Learning dynamics from preferences.Several recent papers have detailed methods for improv- ing world model realism with human preferences

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.564105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d2aa79-ed5d-4d6d-9e15-7819d2346b4d · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.621247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d43dec6-693c-489f-ac45-2fa0bf2a0691 · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.691390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bbd50fe-6b46-47e1-b7b5-740e21459c6f · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.760846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033f6775-e28b-462c-b54a-301043b8db97 · outbound

This paper cites Each block applies a depthwise3×3convolution, LayerNorm, a two-layer MLP with4×channel expansion and GELU activation, and a residual connection.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Each block applies a depthwise3×3convolution, LayerNorm, a two-layer MLP with4×channel expansion and GELU activation, and a residual connection

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.830742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7372a0a-d3d4-4db0-bd9b-d7b2e658303f · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.906979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5f4839e-bdbf-4cad-b1b3-0f301a7f1d3e · outbound

This paper cites an unresolved cited work.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:08.140575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11ded2c5-6edd-4bb3-bca8-1fe989368908 · outbound

This paper cites Imperfect World Models are Exploitable.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Imperfect World Models are Exploitable

Reference 2004

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.153034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5ffce1-f1c9-4881-a715-217acad4f859 · outbound

This paper cites Anatomy of a robotaxi crash: Lessons from the Cruise pedestrian dragging mishap.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Anatomy of a robotaxi crash: Lessons from the Cruise pedestrian dragging mishap

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.225485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed79e46-0b8f-46a1-b0b9-c0c0f5239bae · outbound

This paper cites UCB/EECS-2019-98.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences UCB/EECS-2019-98

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.047631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e890f298-edd6-4fe6-b626-b361672a8d97 · outbound

This paper cites A Preliminaries We briefly review the necessary background to understand DLHF and RENEW.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences A Preliminaries We briefly review the necessary background to understand DLHF and RENEW

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.497880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48c5f8a-842e-4a3e-baa4-33838d3e9472 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.294572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b9a4e69-7a96-433e-b3be-b680ac711614 · outbound

This paper cites •Maze10×10.A grid world where an agent navigates corridors to reach a goal position.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences •Maze10×10.A grid world where an agent navigates corridors to reach a goal position

Reference 2024

Resolution: malformed identifier; no resolver link, observed 2026-08-02T03:34:07.979332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 128e33b3-63fa-4113-8434-8cfe7ac66e63 · outbound

This paper cites IntPhys 2019: A benchmark for visual intuitive physics under- standing.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(9):5016–5025,.

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences IntPhys 2019: A benchmark for visual intuitive physics under- standing.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(9):5016–5025,

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T03:34:07.342134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.