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Paper Citation Record · LEDGER

Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2404.04626.

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

pith.paper-citation-record.v1
2404.04626 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:58:32.212732Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T22:34:02.199643Z

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 38d3c96e-9742-47fd-a1c4-3bf2dea718c6 · inbound

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive cites this paper.

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 117

Resolution
verified exact
arxiv_id, observed 2026-05-17T23:04:44.473510Z

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.

source=arxiv_source observed=2026-05-17T23:04:44.287660Z digest=sha256:8e8e352a2b564f4b77ea2ddaea7900b4c2e65fb52c107f8edbb3a4250d8a7d0d

Observation 1f7f027b-a5ae-4010-8ca5-2a6cf7e8ea4b · inbound

Salamandra Technical Report cites this paper.

Salamandra Technical Report Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-08T04:58:32.212732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:58:32.212732Z digest=sha256:bd6a75664ea0a6e49f04df73ed97624c0b8c2f9dd920ed6e1975a4cf9e532b1e

Observation 6a490680-d938-4d17-8bea-71631ddfb1bd · inbound

Empowering LLMs in Task-Oriented Dialogues: A Domain-Independent Multi-Agent Framework and Fine-Tuning Strategy cites this paper.

Empowering LLMs in Task-Oriented Dialogues: A Domain-Independent Multi-Agent Framework and Fine-Tuning Strategy Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T15:41:08.943627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:41:08.943627Z digest=sha256:e3d35369e9acd90dcc46a69955d1ab9a29de4ccbe81cf59a9a04ad7b884dfe8d

Observation cd7ded6e-a45e-4638-8e46-8fcd2e28457f · inbound

Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists cites this paper.

Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T13:21:41.669169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:21:41.669169Z digest=sha256:25fd9f17a1a497a4a8d3c995d87b693df622284809928b9342d22d9cd12219f0

Observation 29c4a37d-1f34-468f-90e3-68cb338f922a · inbound

Explicit Preference Optimization: No Need for an Implicit Reward Model cites this paper.

Explicit Preference Optimization: No Need for an Implicit Reward Model Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:17.882471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:40:17.882471Z digest=sha256:8f5ec1655ff9636f8814beecfac4832c69dffe73fb605e8605258668cbf24979

Observation a3bbaa8d-cb41-42d7-96f4-f338b417b477 · inbound

A Survey on Large Language Models for Mathematical Reasoning cites this paper.

A Survey on Large Language Models for Mathematical Reasoning Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 1963

Resolution
unresolved
no resolver link, observed 2026-08-07T05:14:45.609799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:14:45.609799Z digest=sha256:88433406603d9b60f32ab016834f2dbc828e58e4cb91ed611e0ae6c9f99e3464

Observation 11213979-cfc9-444d-a231-6100890f1019 · inbound

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents cites this paper.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T21:11:18.299379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.299379Z digest=sha256:0941a497a48fa116d5b69713618fd9e48e95183f04d939f60ff43f8d712b6e16

Observation ff4fe65e-d1f5-4eb6-96dc-0c36871e3cd9 · inbound

Value Drifts: Tracing Value Alignment During LLM Post-Training cites this paper.

Value Drifts: Tracing Value Alignment During LLM Post-Training Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T07:21:33.898254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T07:21:33.898254Z digest=sha256:b38b9a7138dc9cf2724c175569e00c2af3de474e872750f282136bb262767f58

Observation 75974a4b-ac77-4009-a2b2-a3c5a7634cfb · inbound

IRIS: Interpolative R\'enyi Iterative Self-play for Large Language Model Fine-Tuning cites this paper.

IRIS: Interpolative R\'enyi Iterative Self-play for Large Language Model Fine-Tuning Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:41:04.905986Z

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.

source=pdf_text observed=2026-05-10T01:15:12.985803Z digest=sha256:6ba74204a17fe5a91d31c2a7616ab72fc1a9a6133b760e36ca3df08b423ee3bb

Observation 1dd85c43-ba10-43c4-871f-4441a212aeaf · inbound

Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance cites this paper.

Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:19:43.062549Z

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.

source=pdf_text observed=2026-05-15T03:18:26.590871Z digest=sha256:37ba02e0c58dbda2404e49d1f95deb2cc4083170cca211d4e0be0d9ad5725a8f

Observation e8247885-8341-46c1-b3e7-f8dca5f1ce15 · inbound

Curriculum Learning for Safety Alignment cites this paper.

Curriculum Learning for Safety Alignment Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:34:02.202851Z

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.

source=pdf_text observed=2026-06-29T22:25:31.739331Z digest=sha256:f2e1bd1949a63208b02909b98681983b1cddc7f0b11b9654d596752a8bc00042

Observation 6dec9c58-feae-4e56-91fb-9c479763bc1b · inbound

AdaDPO: Self-Adaptive Direct Preference Optimization with Balanced Gradient Updates cites this paper.

AdaDPO: Self-Adaptive Direct Preference Optimization with Balanced Gradient Updates Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-06-29T12:33:24.405470Z

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.

source=pdf_text observed=2026-06-29T12:29:55.729913Z digest=sha256:375199a5207bae0671de346c743aca618374001d25002391f4700cc0d163f7eb