Paper Citation Record · LEDGER

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation

As of 20 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2504.18147.

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

pith.paper-citation-record.v1
2504.18147 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:29:42.147505Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

40 of 40 outbound references displayed

verified exact1
verified fuzzy23
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 381d8527-57aa-4f75-a087-8e52075f2bb7 · outbound

This paper cites The 17 Published as a workshop paper at ICLR 2025 training loss is the cross-entropy log-likelihood averaged along the sequence and averaged among all three domains.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation The 17 Published as a workshop paper at ICLR 2025 training loss is the cross-entropy log-likelihood averaged along the sequence and averaged among all three domains

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.379473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef2ee938-3323-4b0f-bb3b-d1964d51969c · outbound

This paper cites 5, we provide the ROC-AUC curves for all the combinations of Python, Java, and Go source and target languages in Fig.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation 5, we provide the ROC-AUC curves for all the combinations of Python, Java, and Go source and target languages in Fig

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.399770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 33e32293-7f18-4029-8848-02c3535ca2fb · outbound

This paper cites an unresolved cited work.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:29:42.423541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a2214373-723b-41ab-992b-5ffefdfc3e0d · outbound

This paper cites document.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation document

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.476349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8e242ed7-3393-44c3-ae5f-82c7e3c95b9e · outbound

This paper cites Accessed: 2024-11-11.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Accessed: 2024-11-11

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.588597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 241e53d9-af63-4f13-8e06-61ecaec47517 · outbound

This paper cites Mixture-of-loras: An effi- cient multitask tuning method for large language models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Mixture-of-loras: An effi- cient multitask tuning method for large language models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.578585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3467d240-f94f-44bd-a0df-922404e27dcb · outbound

This paper cites Accessed: 2024- 12-05.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Accessed: 2024- 12-05

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.567746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d45608a1-2112-40a6-afbf-862f056c200a · outbound

This paper cites Ac- cessed: 2024-11-11.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Ac- cessed: 2024-11-11

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.557557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a66b9154-9855-4785-9225-17edaf1520c4 · outbound

This paper cites MultiCoder: Multi-Programming-Lingual Pre-Training for Low-Resource Code Completion.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation MultiCoder: Multi-Programming-Lingual Pre-Training for Low-Resource Code Completion

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.037375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60c59456-382c-4e81-8a2b-454e9aa32f1d · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.041592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 409e7449-871d-41bf-9caf-1c1701119427 · outbound

This paper cites Worldwide Federated Training of Language Models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Worldwide Federated Training of Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.046004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3efda4ca-dd85-4c2a-b9ea-04b74a0a5a07 · outbound

This paper cites Scaling Laws for Neural Language Models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Scaling Laws for Neural Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.049647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67176521-5a1f-4f30-bafa-4639cf51879f · outbound

This paper cites Hints-In-Browser: Benchmarking Language Models for Programming Feedback Generation.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Hints-In-Browser: Benchmarking Language Models for Programming Feedback Generation

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:29:42.243672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b697b479-8917-4232-ab70-d372f7e0c462 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.061768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0d6788-af29-4c06-a281-2ec4b0535410 · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.069599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab7643d9-8518-4885-85fb-020c60793d90 · outbound

This paper cites Accessed: 2025-01-26.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Accessed: 2025-01-26

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.526664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f76f9e27-16c4-43f3-b270-101276647d70 · outbound

This paper cites Accessed: 2024-12-05.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Accessed: 2024-12-05

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.515869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c8ec0a3b-eb01-498e-93fe-e349aff06d30 · outbound

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

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation LLaMA: Open and Efficient Foundation Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.088652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4f63dd-6dcc-4591-a06b-f2a8de502ae4 · outbound

This paper cites Opacus: User-Friendly Differential Privacy Library in PyTorch.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Opacus: User-Friendly Differential Privacy Library in PyTorch

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.091602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb203baa-88d9-4ec0-b631-0ef5d575783d · outbound

This paper cites MoE-LPR: Multilingual Extension of Large Language Models through Mixture-of-Experts with Language Priors Routing.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation MoE-LPR: Multilingual Extension of Large Language Models through Mixture-of-Experts with Language Priors Routing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.094849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cf4e190-0b06-4dbd-9cea-c89f8b2de912 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.098565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e200bb9-7207-4874-9c98-87fbcc38278e · outbound

This paper cites However, this is an important problem with many additional dimensions to consider.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation However, this is an important problem with many additional dimensions to consider

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.506197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 877ebf37-fc68-42c7-8c3b-d97347f0b96b · outbound

This paper cites We aim to explore such alternative forms for parameter-efficient adapters and their interplay with NoE in future work.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation We aim to explore such alternative forms for parameter-efficient adapters and their interplay with NoE in future work

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.496117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 638bcd81-9b2e-4fe6-b21f-64e3fe57125b · outbound

This paper cites While not in the direct scope of our study, we do acknowledge their importance in various deployment settings and future avenues of work.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation While not in the direct scope of our study, we do acknowledge their importance in various deployment settings and future avenues of work

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.486640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 43df15ec-dd72-4d0f-afd4-7301b5ba5d7e · outbound

This paper cites Domain Source Description Training Set Evaluation Set Pre-training GitHub Code (CodeParrot,.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Domain Source Description Training Set Evaluation Set Pre-training GitHub Code (CodeParrot,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.466281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f46f54e3-47b4-449c-b37d-631fb9dee8f7 · outbound

This paper cites document.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation document

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.455606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1dd93962-1397-4f2f-82d9-338411c396fa · outbound

This paper cites shared parameters.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation shared parameters

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.433941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85284dca-a863-4323-a16c-f8ce3150922b · outbound

This paper cites A small sweep of learning rates in Table 7 shows that either a smaller or larger learning rate results in lower accuracy.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation A small sweep of learning rates in Table 7 shows that either a smaller or larger learning rate results in lower accuracy

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.412436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0cdf99c2-0f08-4d50-bed7-d3ff62c2a27d · outbound

This paper cites The dataset is augmented with domain labels, which are used for deterministic routing.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation The dataset is augmented with domain labels, which are used for deterministic routing

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.389185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8cc547c0-d54f-4710-893b-856db2a652a7 · outbound

This paper cites Setting [.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Setting [

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.369098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd9b16af-3566-4185-9895-df7528afb4ef · outbound

This paper cites below average.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation below average

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.444160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37826021-58ba-4cc0-8aad-bfbcdaa8d143 · outbound

This paper cites Regulation (eu) 2024/1689,.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Regulation (eu) 2024/1689,

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.599836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d49c7b58-f1cb-4af6-8c4a-0a17c5188107 · outbound

This paper cites Peters, Swabha Swayamdipta, and Thomas Wolf.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Peters, Swabha Swayamdipta, and Thomas Wolf

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.536895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90b27a9d-da01-449c-bfae-2fbfd6e0c738 · outbound

This paper cites A Survey on Mixture of Experts in Large Language Models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation A Survey on Mixture of Experts in Large Language Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.002978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88fff6a-6f3d-4336-ad8c-335399d2975f · outbound

This paper cites Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.053621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a507760-81cd-4583-ad9e-aabc97859210 · outbound

This paper cites MixLoRA: Enhancing Large Language Models Fine-Tuning with LoRA-based Mixture of Experts.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation MixLoRA: Enhancing Large Language Models Fine-Tuning with LoRA-based Mixture of Experts

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.065762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d97a4bc-f923-43fe-bdc7-7fb17eb0c592 · outbound

This paper cites Context-aware membership inference attacks against pre-trained large language models.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Context-aware membership inference attacks against pre-trained large language models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.007536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bf8c1e4-62ab-4a47-9c34-2feff7c15603 · outbound

This paper cites com/index/gpt-3-5-turbo-fine-tuning-and-api-updates/.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation com/index/gpt-3-5-turbo-fine-tuning-and-api-updates/

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.547416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f791be0-0c27-4e8f-929a-c6e287c4a3e1 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Evaluating Large Language Models Trained on Code

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T10:29:42.011018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34dfb10b-d669-4418-94a5-24045ef05fb4 · outbound

This paper cites Accessed: 2025-01-09.

NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Accessed: 2025-01-09

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:29:42.610484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.