Paper Citation Record · LEDGER

Element-Aware Group Learning for E-Commerce Image Generation

As of 9 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.00584.

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

pith.paper-citation-record.v1
2608.00584 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:40:09.070026Z

measured 12 of 12 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 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

12 of 12 outbound references displayed

verified exact0
verified fuzzy2
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 22042a0d-6931-4ec6-95e1-3ada50d2e39c · outbound

This paper cites Where Hindsight Credit Can Reside: A Signed-Capacity View of Token Updates in RLVR.

Element-Aware Group Learning for E-Commerce Image Generation Where Hindsight Credit Can Reside: A Signed-Capacity View of Token Updates in RLVR

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.479924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b20197ec-e1e9-469f-bc89-bcfed89ec45a · outbound

This paper cites Kimeldorf, G.; and Wahba, G.

Element-Aware Group Learning for E-Commerce Image Generation Kimeldorf, G.; and Wahba, G

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.551727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eda8f8d-7c1e-4b14-a5ce-a26514669495 · outbound

This paper cites Wahba, G.

Element-Aware Group Learning for E-Commerce Image Generation Wahba, G

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.859688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77fd9ccc-0e69-4bdc-8ec9-e010b0c1e500 · outbound

This paper cites Yang, H.; Zhou, Y.; Han, W.; and Shen, J.

Element-Aware Group Learning for E-Commerce Image Generation Yang, H.; Zhou, Y.; Han, W.; and Shen, J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.914795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e17b2c5-8cc0-4f25-bc9f-96dacb7115ad · outbound

This paper cites InFindingsoftheAs- sociation for Computational Linguistics: ACL 2025, 7332–.

Element-Aware Group Learning for E-Commerce Image Generation InFindingsoftheAs- sociation for Computational Linguistics: ACL 2025, 7332–

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:40:09.602811Z

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 2734fea5-059e-4986-8249-46d57c824a78 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Element-Aware Group Learning for E-Commerce Image Generation DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:09.070026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd2cd99-d4be-4259-8c18-5a3481f17e83 · outbound

This paper cites Who Deserves the Reward? SHARP: Shapley Credit-based Optimization for Multi-Agent System.

Element-Aware Group Learning for E-Commerce Image Generation Who Deserves the Reward? SHARP: Shapley Credit-based Optimization for Multi-Agent System

Reference 1971

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.610547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f43eae9-008b-4945-83b4-bd0f5c6c45c7 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Element-Aware Group Learning for E-Commerce Image Generation Proximal Policy Optimization Algorithms

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.762070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 457a3566-4e32-4fe7-bfaa-5ca5db44ea9b · outbound

This paper cites Let's Verify Step by Step.

Element-Aware Group Learning for E-Commerce Image Generation Let's Verify Step by Step

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.681698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e8805b4-44f6-4b0f-8280-6b957adefd19 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Element-Aware Group Learning for E-Commerce Image Generation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.818810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b46fde3-7666-4fc7-9a59-dc7a74bc6b9d · outbound

This paper cites SCAR: Shapley Credit Assignment for More Efficient RLHF.

Element-Aware Group Learning for E-Commerce Image Generation SCAR: Shapley Credit Assignment for More Efficient RLHF

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T00:40:08.337752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a0e86ac-8f47-4aa7-b2cc-69a841f8d737 · outbound

This paper cites InFindings of ACL.

Element-Aware Group Learning for E-Commerce Image Generation InFindings of ACL

Reference 2026

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:40:09.746243Z

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.

Pith citing papers

No inbound Pith citation observations are available.