Paper Citation Record · LEDGER

B-Pref: Benchmarking Preference-Based Reinforcement Learning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2111.03026.

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

pith.paper-citation-record.v1
2111.03026 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T01:04:04.141508Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:48:55.291550Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 36d0384a-c41d-4b7b-8547-6004e5a37dce · inbound

Efficiently Generating Expressive Quadruped Behaviors via Language-Guided Preference Learning cites this paper.

Efficiently Generating Expressive Quadruped Behaviors via Language-Guided Preference Learning B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T01:04:04.141508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c8e3ae6-9185-403b-869a-96c023284f05 · inbound

CLARIFY: Contrastive Preference Reinforcement Learning for Untangling Ambiguous Queries cites this paper.

CLARIFY: Contrastive Preference Reinforcement Learning for Untangling Ambiguous Queries B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:12:59.151835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24401624-3f64-45b6-974b-497b82a7e2aa · inbound

SENIOR: Efficient Query Selection and Preference-Guided Exploration in Preference-based Reinforcement Learning cites this paper.

SENIOR: Efficient Query Selection and Preference-Guided Exploration in Preference-based Reinforcement Learning B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:31:36.483140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2008bc99-63a9-45f6-a8d6-65db77f15d1b · inbound

Residual Reward Models for Preference-based Reinforcement Learning cites this paper.

Residual Reward Models for Preference-based Reinforcement Learning B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T21:17:36.177037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ce0f7eb-0a35-4037-804f-b2735b8bd671 · inbound

Noisy Pairwise-Comparison Random Search for Smooth Nonconvex Optimization cites this paper.

Noisy Pairwise-Comparison Random Search for Smooth Nonconvex Optimization B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T07:11:58.497511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d45a0a9f-bd43-4eab-b7a9-deefbdc3026c · inbound

Implicit Safety Alignment from Crowd Preferences cites this paper.

Implicit Safety Alignment from Crowd Preferences B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T08:31:16.874767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c54e5b02-ea09-4aac-9877-3a96cbf5c66f · inbound

VLM-AR3L: Vision-Language Models for Absolute and Relative Rewards in Reinforcement Learning cites this paper.

VLM-AR3L: Vision-Language Models for Absolute and Relative Rewards in Reinforcement Learning B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T11:56:54.917868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15a3bbb3-ddfb-4db5-a814-189060f48ae2 · inbound

VLM-AR3L: Vision-Language Models for Absolute and Relative Rewards in Reinforcement Learning cites this paper.

VLM-AR3L: Vision-Language Models for Absolute and Relative Rewards in Reinforcement Learning B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T20:48:55.293388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dcfcf58d-0322-4365-a1e0-dcd6d8635859 · inbound

Learning Safe Agent Behaviour from Human Preferences and Justifications via World Models cites this paper.

Learning Safe Agent Behaviour from Human Preferences and Justifications via World Models B-Pref: Benchmarking Preference-Based Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T06:06:14.354404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.