Paper Citation Record · LEDGER

Preference Transformer: Modeling Human Preferences using Transformers for RL

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2303.00957.

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

pith.paper-citation-record.v1
2303.00957 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:40:10.017433Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:40:06.217026Z

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 2809a598-64be-4929-b590-d4fc542cf60b · inbound

Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective cites this paper.

Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T19:40:10.017433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d193b40d-bb8a-4dc6-90b7-c540a4f1cc73 · inbound

SimulPL: Aligning Human Preferences in Simultaneous Machine Translation cites this paper.

SimulPL: Aligning Human Preferences in Simultaneous Machine Translation Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T18:21:56.094516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b95cad8-1d9e-4eea-b430-9a45b1b06e2e · inbound

Similarity as Reward Alignment: Robust and Versatile Preference-based Reinforcement Learning cites this paper.

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:53:13.589096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 400ac5c5-b05d-4e79-8f8c-9218e0d3ccca · inbound

OPRIDE: Offline Preference-based Reinforcement Learning via In-Dataset Exploration cites this paper.

OPRIDE: Offline Preference-based Reinforcement Learning via In-Dataset Exploration Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-15T21:40:21.024330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a91461f9-1259-4997-b09b-baf9131b7999 · inbound

MAPL: Multi-Objective Preference Learning for Robot Locomotion cites this paper.

MAPL: Multi-Objective Preference Learning for Robot Locomotion Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:40:06.218526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15fc3cd5-f288-4405-864a-c698ba0c5770 · inbound

SPLC: Social Preference Learning for Crowd Robot Navigation cites this paper.

SPLC: Social Preference Learning for Crowd Robot Navigation Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-03T12:18:06.215613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5c5e12a0-2ffe-4969-81fd-e524c9241314 · inbound

LEMUR: Learning to Align with Multi-Objective Reinforcement Learning from Preference Feedback cites this paper.

LEMUR: Learning to Align with Multi-Objective Reinforcement Learning from Preference Feedback Preference Transformer: Modeling Human Preferences using Transformers for RL

Reference 227

Resolution: unresolved; no resolver link, observed 2026-08-03T04:39:32.065706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.