Paper Citation Record · LEDGER

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion

As of 10 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 4 inbound Pith citation observations for arXiv:2502.00245.

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

pith.paper-citation-record.v1
2502.00245 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:51:53.708446Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:09:04.171855Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T22:23:47.934704Z

Reference resolution

60 of 60 outbound references displayed

verified exact4
verified fuzzy4
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 70022b90-ad8d-4635-a750-0757a7526574 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.848916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e7c8d06c-3b5d-44d7-9af4-ab5aa6b9d038 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.833225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72e9daf1-8cb6-4123-8f6c-4270ecf1b032 · outbound

This paper cites Differentially Private Synthetic Data with Private Density Estimation.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Differentially Private Synthetic Data with Private Density Estimation

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:51:54.221219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d682de7-6b4d-4eea-baec-1f627cec190f · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.817538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 01a91c35-0a2b-4288-b989-22f98a89631d · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.801808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbc50b31-a141-40a9-aa50-71ab64d3f7b8 · outbound

This paper cites The Effects of Data Quality on Machine Learning Performance on Tabular Data.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion The Effects of Data Quality on Machine Learning Performance on Tabular Data

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.432474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ee9f7c-971a-4729-83ae-f61b65ebe727 · outbound

This paper cites Efficient Intent Detection with Dual Sentence Encoders.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Efficient Intent Detection with Dual Sentence Encoders

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.438680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1358df43-0d15-4fcf-9573-39cf3482a826 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.786073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00ed01e8-8936-4c33-9b79-4546f9332b89 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Gonzalez, Ion Stoica, and Eric P

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.448845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5afa5600-5713-4ddc-8b53-b8d3f5013823 · outbound

This paper cites Scaling Instruction-Finetuned Language Models.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Scaling Instruction-Finetuned Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.453655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f8939d-d79a-4bd1-a155-6e8c6c5f4e2c · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.459448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26f4c0cf-9c15-40ac-a513-d062a469bdf2 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.464800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03a33a1d-5887-4a52-97e6-8f8afdbd721c · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.749371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dc123c46-4a33-44f7-8d1c-6bd0e1557bb1 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.734654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e69d99c2-c49b-4254-8f90-9e1de369f80b · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-09T19:51:54.135680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ef00401e-843f-4dbb-9f34-58cc27fca697 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.720148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7b8a22e9-c499-4055-8c1a-393cda062255 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.704762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82962437-80d4-40bb-b666-b82b9a9006da · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.689010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4719bdb8-3b91-49d2-bbed-ee9c69a2ec42 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.674080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 674d6ef8-cef7-460e-b173-6b2e02ffb38d · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.503886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcfcfb47-e5b0-421c-aa2e-7c69de70c833 · outbound

This paper cites GPT-4o System Card.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion GPT-4o System Card

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.509500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4774805d-4d47-44c2-99a0-aaeb93020049 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.659262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e940013a-d9c4-4d98-9a39-3fadfbd88431 · outbound

This paper cites More Agents Is All You Need.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion More Agents Is All You Need

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.518694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8db03981-e054-4608-a7d6-ede538531106 · outbound

This paper cites In-context Contrastive Learning for Event Causality Identification.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion In-context Contrastive Learning for Event Causality Identification

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:51:53.877877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8362bcc7-8c89-492f-9708-e95c77279b22 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.643459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30cf39cd-339a-44b3-8e0f-1762b052dbb6 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.628267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2e67fef1-d0b6-4a8c-83f5-3f5e58fd0e7c · outbound

This paper cites Maas, Raymond E.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Maas, Raymond E

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:51:54.612496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee907fe4-ed54-4ddc-800c-33a90c98228d · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.598153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d91ef327-a4f5-4be9-99ab-03e9872d4642 · outbound

This paper cites Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.553950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 061fa3ca-e0ba-442b-8c86-71ee77ff869a · outbound

This paper cites Multimodal Contrastive In-Context Learning.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Multimodal Contrastive In-Context Learning

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:51:53.839895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd23525a-3e33-4f13-888d-cae7ea363101 · outbound

This paper cites C-ICL: Contrastive In-context Learning for Information Extraction.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion C-ICL: Contrastive In-context Learning for Information Extraction

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.564040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fb8aa99-23e1-404c-9d8a-9febbef5efdf · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.584321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d0fde97-ca71-4888-a4eb-fa21bf69d055 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.568963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c9112904-07fc-4820-980e-d8f58f342033 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.556086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d2d5ef8-c230-423c-9d55-5408c85d44b9 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.543286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1da4e10d-6f66-48f2-8ec7-eb00736d8984 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.530495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10eb2e29-fd71-45c1-a1a6-9a84b129bfc6 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.516383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2fc01aa1-69bc-45aa-953c-8925f25b839b · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.501358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 54eb6f07-fba5-4d9a-8f38-5c2936bbe79e · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.487570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c4ac77d-8f16-45c8-9d61-b6ac8600cdf2 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.474394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6667db6e-91a4-40e5-8ec7-56a853ce64e4 · outbound

This paper cites Composition of Differential Privacy & Privacy Amplification by Subsampling.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Composition of Differential Privacy & Privacy Amplification by Subsampling

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.611472Z

Source-reported events for the cited work

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Observation 7d600201-2189-497a-895e-618c6c4672f9 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.616987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c5bdc01-54b9-488c-b2e6-2cf957b1eaf2 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.460127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3755aec7-de77-4a65-a5ed-00095a0be92e · outbound

This paper cites Knowledge Fusion of Chat LLMs: A Preliminary Technical Report.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Knowledge Fusion of Chat LLMs: A Preliminary Technical Report

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.632518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee2c244-1ca4-4be8-9bb9-1dd6e8ed2980 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.431965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b478133a-7ad5-4227-819d-9f538963137a · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.416778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c0f8f1e-e8aa-4d0d-b9f2-7e4ad1597f3e · outbound

This paper cites A Survey on Data Selection for LLM Instruction Tuning.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion A Survey on Data Selection for LLM Instruction Tuning

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.642807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 118ec4d9-3f3e-4284-b55b-770e4e776f6f · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.385752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6b8521aa-287c-44e3-9a66-e9514c6071ff · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.401672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 35878c38-8eaa-49a8-8b11-5e490899f773 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.355254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a41c70f6-a0c9-464d-a5d6-0580d0654c9f · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.370574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ac0f8f34-423e-49ad-b112-b07af996b422 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.324637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2574cb82-6d28-41ac-be56-23d88c278b2c · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.339884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c1a2c3b7-8ae1-4119-aea8-2098a842c8d2 · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.307708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a591955f-11f1-473c-b7af-522425e1ff2d · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion OPT: Open Pre-trained Transformer Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-09T19:51:53.682623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81d8996a-1533-4019-907b-a721f800b2fb · outbound

This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:51:54.289550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2039105-454c-4b4c-8f16-163bc24e8a81 · outbound

This paper cites w Contrastive.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion w Contrastive

Reference 58

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This paper cites an unresolved cited work.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Unresolved cited work

Reference 59

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This paper cites w/o Con” results, and then incorporate con- trastive in-context learning samples into the prompt to achieve the “w/ Con.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion w/o Con” results, and then incorporate con- trastive in-context learning samples into the prompt to achieve the “w/ Con

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:51:54.238047Z

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This paper cites InProceedings of The Twelfth International Conference on Learning Representations.

Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion InProceedings of The Twelfth International Conference on Learning Representations

Reference 2024

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Pith citing papers

Observation 74ef547b-8897-41ea-b72f-c65743497872 · inbound

Differentially Private Synthetic Data via APIs 3: Using Simulators Instead of Foundation Model cites this paper.

Differentially Private Synthetic Data via APIs 3: Using Simulators Instead of Foundation Model Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion

Reference 71

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Observation d52d9b60-1f05-48d4-8938-5d607e1b047e · inbound

MAPLE: Metadata Augmented Private Language Evolution cites this paper.

MAPLE: Metadata Augmented Private Language Evolution Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion

Reference 19

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Concordia: Self-Improving Synthetic Tables for Federated LLMs cites this paper.

Concordia: Self-Improving Synthetic Tables for Federated LLMs Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion

Reference 50

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Observation 54a702d1-65f0-4de8-9904-5689f5088abe · inbound

Concordia: Self-Improving Synthetic Tables for Federated LLMs cites this paper.

Concordia: Self-Improving Synthetic Tables for Federated LLMs Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion

Reference 50

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.