Paper Citation Record · LEDGER

Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.04612.

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

pith.paper-citation-record.v1
2410.04612 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:09:58.196771Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:13:14.615611Z

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 b63126bd-5d10-465d-bd30-d7d590759502 · inbound

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming cites this paper.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.196771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f0fedd-7783-4fc8-aaa5-51fb848f22ae · inbound

On the Sample Complexity of Differentially Private Policy Optimization cites this paper.

On the Sample Complexity of Differentially Private Policy Optimization Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:45:54.936660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8864a2f2-71ab-4c9a-9dbd-87ea82d685ef · inbound

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants cites this paper.

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:36:46.620434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c6b35ba7-db79-4f0e-a04e-943b0c1c038d · inbound

DynSess: Dynamic Session-Level Evaluation and Optimization Framework for Role-Playing Agents cites this paper.

DynSess: Dynamic Session-Level Evaluation and Optimization Framework for Role-Playing Agents Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:13:14.617193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.