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Paper Citation Record · LEDGER

Private Direct Preference Optimization for LLM Alignment

As of 9 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 0 inbound Pith citation observations for arXiv:2608.05040.

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

pith.paper-citation-record.v1
2608.05040 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:01:45.647151Z

measured 96 of 96 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 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

96 of 96 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved91
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a3d570f-51e1-4407-a0d1-d250cca41f3b · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.728885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.728885Z digest=sha256:0e971a333de550c34f8005b15955763ebf104d365eca412d757845886ae49860

Observation 9ed01b48-58ee-4015-ac5e-bf1f4be000e2 · outbound

This paper cites Phi-4 Technical Report.

Private Direct Preference Optimization for LLM Alignment Phi-4 Technical Report

Reference 2

Resolution
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no resolver link, observed 2026-08-06T11:01:43.744759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.744759Z digest=sha256:1c7796649db8d07d2d8f6d7674d760ab298168b717c0b25fa0fd3bbff8b62186

Observation 49c69b7b-2645-4136-aec3-acf310385ada · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.768934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.768934Z digest=sha256:1842ab3a64a3e1eb03a7a4ac35e39fe09c83e8e89bf438434f22244eb3cbf07b

Observation ece9a867-633e-4336-a980-1b893906c879 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.788541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.788541Z digest=sha256:6e6ebf5e9453ec03f86e691281f4e14833aaf91cbc720f569c9dee221cd56f4e

Observation 59866cd0-7ccc-4dde-a7a7-db5ff3a0e442 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Private Direct Preference Optimization for LLM Alignment Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.811642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.811642Z digest=sha256:b040d45a5474963c7a3907290ea052b16614dd5e762ca1092b086b0c7ffbfe06

Observation e6e991b2-ee36-4228-9473-e213c6785bce · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Private Direct Preference Optimization for LLM Alignment Constitutional AI: Harmlessness from AI Feedback

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.837415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.837415Z digest=sha256:bbcf1fb612a415338cfa55eeb0e91ee80300cb8f57f23d5f8e01e566a488b23e

Observation 0920a776-9976-48c5-8888-4c3843e4e1bd · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.872000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.872000Z digest=sha256:e4496fe9c95e52c70391ae5ec6f68647a1869aeffc0d86fec8e3aaa1299c11cd

Observation 0434f9a5-2d36-4217-997c-db296488be55 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.893175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.893175Z digest=sha256:3d15eba21fb1a6f3db7e0c0e3fb59bd62710f8b01060392b629fe73441ff357c

Observation 916a752a-666a-4901-8d02-718b51f50acc · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.914114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.914114Z digest=sha256:f490b1699c3b2b554843595f98dbc7a4629db6401210dce1e03979b9ad2a8957

Observation 4089b48a-1251-4381-b2ee-3bbb235e417a · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.940273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.940273Z digest=sha256:f6151a97a5fa0b9be991ec3bccd7ad592d33d3eccf7d24ee177b057dad6d3f2f

Observation e49f279c-fcd2-4368-8e7b-2b425d4afe57 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.961455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.961455Z digest=sha256:70201eb132846bcdb87bf063584351b1d9b5d5f922752dc7582718c52a531566

Observation d0ed3bf1-43f3-46ef-aba1-0ebbd4bef92b · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.975497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.975497Z digest=sha256:62a2683269da40c0769e3efb42b163a33bd8654a0a4e404bec4cd57ec40f8bf5

Observation 61bbc21a-14a7-48b5-ab3c-eb1f3cdb4513 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.018298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.018298Z digest=sha256:e250df4fd7c4fe55e2d5cceb33ff3b1ba8720f400dee2dabdc36b05f7b63cfd6

Observation df4ec585-9690-4dbf-93e4-c803b9c381a1 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.040516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.040516Z digest=sha256:173706f7f5f0e9657d576f6dc8f3b4542ffafc73fd096646e81c406a72ba4c74

Observation cc16a443-8ecb-4b66-893f-e3c8aad89f77 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.061726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.061726Z digest=sha256:433ee5aa264b249711932ec1d4512f29c2a0c5c7e5bbef002f4a2119facce5a0

Observation 2c453771-f721-4762-89c0-47e86bb1266b · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.082306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.082306Z digest=sha256:955187c1fa32b316f17bb73bf9a881f091cb70b2524e2c707ab018254c5a8fad

Observation 06cb54a5-2947-4504-8cd0-abb29a5f3e8f · outbound

This paper cites Improved Algorithms for Differentially Private Language Model Alignment.

Private Direct Preference Optimization for LLM Alignment Improved Algorithms for Differentially Private Language Model Alignment

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.108797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.108797Z digest=sha256:1f650b433680deceb8b76b19609509bdcf56fa88d5292c44b4c29b8217ce7349

Observation a97358ac-0e51-4682-ab9a-288ccac271b3 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.126013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.126013Z digest=sha256:52120464b7c5d87c99e5ac4432cc53c9f9d5078bd7e93367a13683a95f7bef94

Observation ebe78efc-39a9-469a-91be-e602ad75f078 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Private Direct Preference Optimization for LLM Alignment Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.141890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.141890Z digest=sha256:36e8ec880716859f3071afc8154f0d66a73a4562703f2e11bfc75ff988549388

Observation 395e257a-511f-4565-990d-6b5a432436b9 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.166067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.166067Z digest=sha256:f4d1df2116238d2b912f5ef9962cfcf30374cbebdb36d0e941558323a13db049

Observation 03537d28-a030-4ef9-a0cb-efe12641328c · outbound

This paper cites Unlocking High-Accuracy Differentially Private Image Classification through Scale.

Private Direct Preference Optimization for LLM Alignment Unlocking High-Accuracy Differentially Private Image Classification through Scale

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.190623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.190623Z digest=sha256:ccbfd35bdbe172a05169bbc77b843e5eb5cafbad2edd35997658bdf1f3f734d3

Observation a245f5e4-2125-4d92-967c-af4337e7fa60 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.218636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.218636Z digest=sha256:a8b219dfbc3efd2154ca51e19d6c86681b7346b70f0aba493318c74c4fd00036

Observation 7e5660c3-4531-4522-94c7-2c47eece6b1e · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.234306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.234306Z digest=sha256:1a31484ac93c0010f425929fa952cfeb17f72d52f571dd192098482d40812d4b

Observation 472cc3de-f097-4214-8018-81d36b7fff5b · outbound

This paper cites The Llama 3 Herd of Models.

Private Direct Preference Optimization for LLM Alignment The Llama 3 Herd of Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.257468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.257468Z digest=sha256:9ada257ba3f92dd9acde2a1433edac0a3622517a2bee421319360d434588a74a

Observation bbd02d4a-8e4a-4869-8100-616fcbf15f75 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.557975Z

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=2026-08-06T11:01:44.272362Z digest=sha256:3126db961f1453bde6a511c90575be7bc62c29f1cd184c4e1cbc64676adcb408

Observation 45727234-98dd-4387-b2e0-bedd2c156593 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.521436Z

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=2026-08-06T11:01:44.284092Z digest=sha256:36063afcde2040738d65d38d9b7f5d6379cbf4fa31b97e9e65a51ca99e7b91ea

Observation 58cc9781-fc5a-441d-898f-40e57d9976fb · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.488844Z

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=2026-08-06T11:01:44.301726Z digest=sha256:f7af1a88ae7f7f35feeb69b8d9446855f81f8f73249abbca46bbdc5a6cc09cc7

Observation 6deb9104-0bb3-4fce-b82f-7fd11796b6c5 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.440191Z

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=2026-08-06T11:01:44.316930Z digest=sha256:60a72460cd8592c7825a3c7ac872c8ac2c3e10b6cff1f99fd9516f905c790fc8

Observation a3e1127a-320d-4975-9eb9-04cafc9c5658 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.398025Z

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=2026-08-06T11:01:44.333344Z digest=sha256:e91084f421b4e09431aae15fe196dd6d1042f5b6cddca12ec9d9dd3c64ff3c04

Observation ac5a46c6-bb5f-4fe3-9efb-959a98ac487c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.355605Z

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=2026-08-06T11:01:44.350555Z digest=sha256:1c801e77ad252c5d11706b32c725cffc0c5a689fef64ff14d0f76dd3009c132e

Observation 7ac8e739-9ba5-40f7-87af-a9f95338ba15 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.314632Z

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=2026-08-06T11:01:44.369907Z digest=sha256:f9ee8da685554e19c434426b89e75d33983b393022948312653e92b2bdf4092e

Observation 92e8a978-df83-4291-9c04-836e294b33d0 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.272863Z

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=2026-08-06T11:01:44.387445Z digest=sha256:a7416e4f87353e2507890215ab0cadab6874bac368fbc306bc88d2161e00dd9c

Observation d19555ef-5529-4836-82d1-ab19edb04014 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.228845Z

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=2026-08-06T11:01:44.403997Z digest=sha256:dab4686db99802a3868ff7499ee4adbb0efb09c34e305cc2f867c74f42186fe3

Observation 36276fa1-1949-47b7-8dee-05de6899a388 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.190717Z

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=2026-08-06T11:01:44.420996Z digest=sha256:0304f8da5ad25bc87abb58ebd0bda59dc051177c900d1d69b9cf1fac9ec45104

Observation 37d9a5c0-2d93-458d-9fbe-5c17486ef0f6 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.152167Z

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=2026-08-06T11:01:44.436459Z digest=sha256:87b6e0813df62ae760cb45f92d3a6f2421509f712402c23e0263c2fd380c3e5b

Observation 7b250282-5458-4902-b77e-12177cae5388 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.104397Z

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=2026-08-06T11:01:44.458843Z digest=sha256:6666aa8124a584932bd262c59cbd74c489bf5baa41e22580c488d10f09528f26

Observation 9f0fa566-329c-4682-98a4-0190221ed3f5 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.002532Z

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=2026-08-06T11:01:44.502361Z digest=sha256:a6ced67066b81b46948a12bdb563de84300c7f54b7623e3c852ceefcb9a3fbb3

Observation b429be0a-bd07-4f98-965b-7684787dfa33 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.957317Z

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=2026-08-06T11:01:44.523793Z digest=sha256:9e0833abfb024a9807a2405d178195604ea63e2797b166390a0b5c9fe511034a

Observation 0f81bc5e-a5eb-4867-8a91-c1b051eb8092 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.899736Z

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=2026-08-06T11:01:44.546181Z digest=sha256:c1dfb50b3b4f089496f1b146251cd1a126f0214d211a72024d9cecc49de032e3

Observation b3117364-1396-4f4b-979f-fd67a09c2942 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Private Direct Preference Optimization for LLM Alignment Qwen2.5-Coder Technical Report

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.561570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.561570Z digest=sha256:9d222139b3aa38b2b442789b23abd5184d5e618bb4c91b7ff0dea83d3e8e2015

Observation 40daa8b2-549d-4487-bdde-6c09d48b2e64 · outbound

This paper cites Mixtral of Experts.

Private Direct Preference Optimization for LLM Alignment Mixtral of Experts

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.584061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.584061Z digest=sha256:9034da1f01d9466bc012a9216dfe2e642b21cdbf821f37736457a76a41bde312

Observation f2179f7c-491c-4d54-8dd9-aabb919ac65a · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.856514Z

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=2026-08-06T11:01:44.606672Z digest=sha256:35685c3a78f7d436ea24a9b37c6cd69921851157ed9c15047aa4bc1a5a1c604d

Observation e87296fe-02fc-49c5-a025-60e6b4b9b37d · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.757475Z

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=2026-08-06T11:01:44.646338Z digest=sha256:dbc3bba1f96d9a87f1459c0011b67a9838194f64b4f7a9084813e49ae5c31c4d

Observation 45ead20c-a2ec-4987-8e0d-89e6db52377f · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.703433Z

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=2026-08-06T11:01:44.666808Z digest=sha256:da0da4a88506bb1d842c9f75a10819d95eada44750d2b82b731d4c3d47ed2a56

Observation d9351e8b-6434-4a20-9907-b2f5bcf2f1d7 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.658779Z

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=2026-08-06T11:01:44.688909Z digest=sha256:c480d53b62f126491f81e5b02d3eec93a6e1742b2431a2d8b3b47db4a859173f

Observation dc3ad4bc-5be9-442f-9942-0c371dbb526d · outbound

This paper cites Kingma and Jimmy Ba.

Private Direct Preference Optimization for LLM Alignment Kingma and Jimmy Ba

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.705380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.705380Z digest=sha256:038d003eeaff29d95b6441a82cd625303eed47dcc7222b58194bbd0b69ac4ccb

Observation e8adea87-7485-4a78-9c27-aa6da956438c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.599598Z

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=2026-08-06T11:01:44.721849Z digest=sha256:da2ebf3b1caaa588abac387dc754e2837a8b40c0a6923be0aeff2070102d8b55

Observation 0dfa93ed-7a2d-483a-b726-d0ef009c1d4c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.555699Z

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=2026-08-06T11:01:44.744523Z digest=sha256:02c43f955d85d1ba69c3d846f1e46930f77d12c24811ab00ec24bb290f1291d7

Observation 7956bee8-4251-4b6b-bc4c-a8ae2f60c45b · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.505589Z

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=2026-08-06T11:01:44.758868Z digest=sha256:bcc2686b0e1317a794c8227bdffe5d1f3254185e9180fc779508f3e6a04b4a8b

Observation c49f89b5-7caf-431b-8242-d2d06b2d2827 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.461326Z

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=2026-08-06T11:01:44.775081Z digest=sha256:fc2097393f5ae0c79f23d1500c76f05d1b0272d26cc060f3a0f86e67b1d33d19

Observation 6f6edfa7-d194-4ea3-ad0a-773fdcc9402a · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.372805Z

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=2026-08-06T11:01:44.813477Z digest=sha256:0ce0d79d06dba6b1679e05085c501659eb8ae21da36f7d381b6d856db2ced38c

Observation 55181d94-9eb5-4328-8708-4de6a60cfb6f · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.330137Z

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=2026-08-06T11:01:44.830724Z digest=sha256:aedad5ed5fd586afb151c009d9fbedf0f6fd552bed0b5890f1649dde1a304702

Observation 7511d517-0f0a-4ebc-934a-aecb2b542dfb · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.289235Z

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=2026-08-06T11:01:44.846840Z digest=sha256:c868e3c9ebff5eee64f25a616e176da1698b9122633ca315b343c66ac9795d71

Observation 147b07d9-70fe-4355-86db-83e48da9f5c5 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.236984Z

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=2026-08-06T11:01:44.865437Z digest=sha256:401d6f8ab399b139f439ae477cfd3b96e4a7470c13853e21a22893e16ee06c33

Observation b271f669-c024-40fc-9485-8b170d4b8b7d · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.193474Z

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=2026-08-06T11:01:44.881837Z digest=sha256:e13d4fff3d2446abe0a71b52bcfb2749726c71a5c394b76ae3e6980ce3ed6990

Observation 0ff8d3b0-3e29-4b3e-a12c-30aa553cd465 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.147064Z

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=2026-08-06T11:01:44.896166Z digest=sha256:6fd644f8dc73b3ebddcb6366c5b89194887c7da3f80c21fce5771dfe238041cd

Observation 5cd4dcaa-d03e-4cea-b072-bd3053214ca2 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.103066Z

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=2026-08-06T11:01:44.917680Z digest=sha256:0a0dd8258bf7b32f7d6d0d2999a9c766aa0762782190d02c2cbec19da8fdb5f3

Observation 7c0cb395-9235-4eb6-aa3c-938b3e149bcc · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.032954Z

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=2026-08-06T11:01:44.939486Z digest=sha256:7cbcb19a407cc2eb71185e32ed8530a2c9ef9702aa2517fc1f5bd1a8adc33f91

Observation 94ace616-a50a-437d-a679-699eb131f74c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:44.967059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:44.967059Z digest=sha256:727cbac78e9e2d0d632671b970c8588536b6a17875e0246eb2ef750c0cc7f719

Observation 430ab91f-020f-46e2-9b45-fd17e6e7caaa · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.924945Z

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=2026-08-06T11:01:44.999870Z digest=sha256:dbc78b446ebeb2797ef973a141c946dff75275658cce4fe2a96c37ad5f72960b

Observation 5d4906c8-9765-49b7-be73-a96afd4b4f34 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.882129Z

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=2026-08-06T11:01:45.021487Z digest=sha256:e6cfa81a736bbde757709fd8f187d4bc1da256bb7df507e6ceed14854716f772

Observation f87c2610-5570-4cdb-897a-958e6898f46d · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.045848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.045848Z digest=sha256:cd94a595e83e0e697144bd1d4194561b7d0b4a98964c2d2faf701f3d94f004c6

Observation 5cd73079-9092-46ab-8f2c-40043ea03a5f · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.093330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.093330Z digest=sha256:5325e37a25d9a11cb92ce55d5d488cd5b847bdeea6bdc19dfc2c72f9a4f3b633

Observation 5dd509c2-38e7-4495-bc40-7dca10526758 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.756172Z

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=2026-08-06T11:01:45.135561Z digest=sha256:a348709997fddaf5d6b728945cc96c4c3f09ddfc126bef183bf9680828be32b1

Observation 9d4b64f0-ddb2-4ad0-acf6-53733309029c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.179208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.179208Z digest=sha256:72e598b143d01b411d1cc3fd3e5a548109480d178586ac7ba3bb1a5c2a60de0e

Observation 60783f2f-09d5-4d23-9535-4322bb782f5e · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.707543Z

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=2026-08-06T11:01:45.201982Z digest=sha256:e0aa94955fc97e5770f5c1add0aa0b3cc45525f892a9a17f74611b65bc89be24

Observation eb34ffa4-4396-4a22-9378-2d427212c089 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.663016Z

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=2026-08-06T11:01:45.223340Z digest=sha256:2fcaa8a1ad3a427a9af9e8ab7455fa83b5f1a7a276016fb19fc63ecb46c79d71

Observation 04f29bdb-14bd-4ddb-9b1f-0b945d0fb561 · outbound

This paper cites Qwen2.5 Technical Report.

Private Direct Preference Optimization for LLM Alignment Qwen2.5 Technical Report

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.248710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.248710Z digest=sha256:bb07bbd0f724bc3eb54444dcf5fb452f5a3b61d3f68692458e72387ca1712307

Observation fc617955-c688-4a0d-abaa-770f8c243fe8 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 69

Resolution
verified exact
raw_fallback, observed 2026-08-06T11:01:46.178148Z

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=2026-08-06T11:01:45.268498Z digest=sha256:7267b7d3c9a85eb58bc60f225adb799e1f9d4e0686665dffde41d789c27ca732

Observation 4f7424bf-5461-44fa-92f7-4d6f45fed55d · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Private Direct Preference Optimization for LLM Alignment LLaMA: Open and Efficient Foundation Language Models

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.283385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.283385Z digest=sha256:6395b3900f5fd49bd76b555b51591cead2e200b5bf44ac6bdadec6698c69094a

Observation ca7b2123-b100-4196-86c0-45ee71f942b3 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.601422Z

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=2026-08-06T11:01:45.302437Z digest=sha256:308922ff1bfaf26bd67b950d1af12e4c006df7163d760d3c6d686491ceb7dea5

Observation fb0ba473-537c-4f5b-87b5-bbc93d2763ed · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.547523Z

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=2026-08-06T11:01:45.322729Z digest=sha256:2f785d7a9aea8898b77cfcc13a518e7b344a1cf6e095a5ea677e15a19db455e7

Observation 9b8defc3-d232-449b-8e3b-463fb0c05b1a · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.498113Z

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=2026-08-06T11:01:45.338590Z digest=sha256:c8027d5ee33ea6ff93f76b6cebe7e4f09186f187171ce153a7e636cccc80fa7f

Observation bac546ff-fd45-4281-b458-7599197d3ad2 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.454154Z

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=2026-08-06T11:01:45.360432Z digest=sha256:c0886b0dacb2f63a29a65729714da6bb99e890ecfece6e0da1331a5a8f24fcfc

Observation 4a790e63-56ee-4dd8-b1f4-f4f56719614d · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.410441Z

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=2026-08-06T11:01:45.376227Z digest=sha256:2495932e61728488c760ab463097b3bd0f236f2da154580171ac76a031898d62

Observation fd16c119-3a7a-432b-953a-58eacca10a8a · outbound

This paper cites Improved Bounds for Private and Robust Alignment.

Private Direct Preference Optimization for LLM Alignment Improved Bounds for Private and Robust Alignment

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.393051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.393051Z digest=sha256:4b9666b1f13e1c139589e5313d60ca1346210e368f8a6d38d977f8ab97c27998

Observation e257de28-4da6-4b1d-aadc-eacfcec71b40 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.362023Z

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=2026-08-06T11:01:45.415787Z digest=sha256:683fe26e3807663ece665d884156f2964df6a1747a148ccbee4561f7e82bdd3c

Observation 1e0ef863-f8e9-4227-8f66-5e9209cadd24 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.318269Z

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=2026-08-06T11:01:45.433576Z digest=sha256:638cf1fa252007546b5639b0a04ae684d3aff62d365577bdda6cb2b10152cb21

Observation c34d281d-4f42-49fb-ad0a-abd4f112b59c · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.448825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.448825Z digest=sha256:b0956c0d6e0af92091093d870519a89d6d04489a7a24d3b1f6df5bed7edf94a8

Observation 8cc82e41-0890-459f-b893-9532cd630a5d · outbound

This paper cites Towards User-level Private Reinforcement Learning with Human Feedback.

Private Direct Preference Optimization for LLM Alignment Towards User-level Private Reinforcement Learning with Human Feedback

Reference 80

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:01:45.967659Z

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=2026-08-06T11:01:45.485828Z digest=sha256:7903c6c1ebd0e6a94c88d7dd2fb9040f05570704daef889283e74498f4889c8b

Observation 79c74170-3cb5-49af-8068-80c6ea5acc95 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.204682Z

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=2026-08-06T11:01:45.502284Z digest=sha256:47ac6e9a4258d05dd8a8a7666003c0e8307f47f0c1768fcf8a1bea43c8ac79a2

Observation 7b3790ca-d1d5-4935-a8ba-9584205bed30 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.150868Z

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=2026-08-06T11:01:45.520157Z digest=sha256:6e3c70123c9681dec60eac3d1319787940fb4133d646dde563972256c73a7e81

Observation 80b1571e-5c7f-4fba-a936-a56a3f74a263 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.106752Z

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=2026-08-06T11:01:45.562582Z digest=sha256:b772aef08b2372db59ad74370c9722f1c0e8a88ff453318440e0a459805bead2

Observation 5b2b60a7-6c03-4d54-bd51-54240bc73242 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.051956Z

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=2026-08-06T11:01:45.588437Z digest=sha256:76a20339f465ed9d43dd9bc55bb4705821ba2a59e1cb148118ed5c6d748274ee

Observation fdc79ef7-b71e-4047-a149-3f2e0865a8de · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:46.991708Z

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=2026-08-06T11:01:45.605472Z digest=sha256:a4635ecb4564e69a9453dd63b538a6d3b9754d3449dff1c6cc6bef31e2cc3d52

Observation 8404fa0b-6a82-4c42-8716-05aabadbb456 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:46.911992Z

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=2026-08-06T11:01:45.628217Z digest=sha256:d423928151c141e1b89fbe228b5d6f7051a71dbd3651fa6b8461217312d1f1c7

Observation 0eee42b6-5551-4b91-9aa6-172482977144 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.256877Z

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=2026-08-06T11:01:45.473258Z digest=sha256:6e395cb5469094e2776bfcd3b662a1e6732929ea042bf90d63d150c745bce410

Observation 42f362f9-7689-4b67-b82e-8b83f8adc080 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 91

Resolution
verified exact
raw_fallback, observed 2026-08-06T11:01:45.900757Z

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=2026-08-06T11:01:45.543911Z digest=sha256:0df699a549e06d84a7c856d2f58609974f1065a905b5ebc314f70971340da21d

Observation 354a69de-7b34-44da-b1b0-391c977a2b86 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Private Direct Preference Optimization for LLM Alignment Fine-Tuning Language Models from Human Preferences

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.647151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.647151Z digest=sha256:7fc43384a1206b0f1c1225d3619c896b702306de4934fc8e9661772430555fef

Observation 89b3d139-ef84-44fb-a1a7-9c6daa99174a · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 2015

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:47.821637Z

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=2026-08-06T11:01:45.065019Z digest=sha256:31a020f321288c54832aceb6e58eef048815eec621fef6eca8585bd304f38ad3

Observation a82332a2-f014-4258-bd3e-862ca39d53ce · outbound

This paper cites Proximal Policy Optimization Algorithms.

Private Direct Preference Optimization for LLM Alignment Proximal Policy Optimization Algorithms

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:45.109088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:45.109088Z digest=sha256:bdb09de84dd09cf1388302ed457ba146d53d7f4544d21a6e164e6ecf38c8075d

Observation 57edbb0b-37b6-4474-9cea-161cc6a696fb · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 2021

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:48.417436Z

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=2026-08-06T11:01:44.791323Z digest=sha256:0bddeff0c8e52aaee02c2559e0e90cc140557edea841b3d1e4ba89963f33a40d

Observation 55b17d1f-969b-4e37-a801-febb72e1bf4c · outbound

This paper cites In NeurIPS.

Private Direct Preference Optimization for LLM Alignment In NeurIPS

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:47.967305Z

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=2026-08-06T11:01:44.983450Z digest=sha256:d17a627da6193f9cb6dfde198bfa7262e6c606180f958fd58e4d7b53ddf462a0

Observation d1f52c4e-387d-449c-918f-ec94a2da0aca · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Private Direct Preference Optimization for LLM Alignment Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:43.996560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:43.996560Z digest=sha256:24db94842c20dd0d8ebefcb1928f73fceb862b93d30293187999b56d04d8a81a

Observation a703ca25-b43b-45c5-b96d-05e81dd6dbc9 · outbound

This paper cites InIEEE S&P.

Private Direct Preference Optimization for LLM Alignment InIEEE S&P

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:48.806220Z

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=2026-08-06T11:01:44.628301Z digest=sha256:4593d899481eeb332f0e82904f77da181ab3b007291b636bf1e870162ffa0554

Observation 010ed6a8-7477-4467-a336-75fb8af117a5 · outbound

This paper cites an unresolved cited work.

Private Direct Preference Optimization for LLM Alignment Unresolved cited work

Reference 2025

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:01:49.039052Z

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=2026-08-06T11:01:44.481250Z digest=sha256:f22f0a88280d07d468ff12e38697826dcc001c1c21f0b408b6c55903a6681a79

Pith citing papers

No inbound Pith citation observations are available.