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Paper Citation Record · LEDGER

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling

As of 6 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 0 inbound Pith citation observations for arXiv:2604.05445.

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

pith.paper-citation-record.v1
2604.05445 v1

Coverage vector

measured 9 of 9 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:26:02.016059Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

9 of 9 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a55709fd-79fc-474b-918a-f3346f209c7a · outbound

This paper cites Rafael Rafailov, Archit Sharma, Eric Mitchell, Christo- pher D Manning, Stefano Ermon, and Chelsea Finn.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Rafael Rafailov, Archit Sharma, Eric Mitchell, Christo- pher D Manning, Stefano Ermon, and Chelsea Finn

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:12:21.554068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:2911fbaeae5ac51af5e7fd6251e4cb029db4b5b2ac4c3e45f5fbe5d839f0c9a5

Observation 9d75ba7a-16e0-4ac8-b866-f7a4e86a3be4 · outbound

This paper cites VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:00:47.921089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:4789de63d52d78791604262978b08a6ef4644cdec10dadfb1d687bf176e689f5

Observation e506fa25-07e8-4e45-9046-56e8e435f98a · outbound

This paper cites To appraise performance in more complex and uncon- trolled environments, we employ LLaV ABench- Wilder (Li et al., 2024a).

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling To appraise performance in more complex and uncon- trolled environments, we employ LLaV ABench- Wilder (Li et al., 2024a)

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:12:21.545431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:57fcdaeee8a8289065dd7bcbbaf4255e66207acae6502c2447077dba62bb854e

Observation c39872c5-4b37-4783-b0a2-e58d9d105dc8 · outbound

This paper cites an unresolved cited work.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-16T05:12:21.548192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:e8c55db7e579ae931732aa28492b48fdcef2d479e8b3cff3f2225d72f4bdc010

Observation a0014f6d-e825-43a5-bc28-e66bdd3552f3 · outbound

This paper cites an unresolved cited work.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-16T05:12:21.556668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:9e2ecc59c46b377e89b3f825009d7c3ffdfc79e2321ed8874a60983e4827e848

Observation 5ec5707c-bd05-421a-abd9-0c8357da2b14 · outbound

This paper cites an unresolved cited work.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T05:12:21.551122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:c7f30116ffe4d3242477396a953e8dc0e8098ab835b38c6a2e6be430680e7645

Observation 92c636d8-0700-49b4-a998-28774ed6c3b1 · outbound

This paper cites Do not include any other text or explanations outside the JSON structure.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Do not include any other text or explanations outside the JSON structure

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:12:21.538358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:1d4d835f833b330702258d91d9acf13e1d9afe2f820c4ced45c054101f04b6c2

Observation aa01363c-c5e5-4e44-8400-40fcd9e4aeb7 · outbound

This paper cites an unresolved cited work.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-16T05:12:21.542118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:0256ff41c0d8b7dc5eff9376d3e039fedfee6477d65f8488f6518b61df3a5aa3

Observation 7a5ec9c0-d997-4171-9cd6-9301f559c1a8 · outbound

This paper cites A", "B", or.

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling A", "B", or

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T05:12:21.559327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-10T19:26:02.016059Z digest=sha256:d5ea120f2f6745b35af93a09d25bb1740da0bd666d414c640d1400a341afa0fd

Pith citing papers

No inbound Pith citation observations are available.