Paper Citation Record · LEDGER

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2608.11342.

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

pith.paper-citation-record.v1
2608.11342 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:18:54.812651Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

36 of 36 outbound references displayed

verified exact1
verified fuzzy9
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e2bced4-b40b-46f4-a161-08f25becc89f · outbound

This paper cites Attention is All you Need , url =.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Attention is All you Need , url =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.526911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b8b362a-49b5-4834-bd44-29aefe4153d8 · outbound

This paper cites L a MP : When Large Language Models Meet Personalization.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport L a MP : When Large Language Models Meet Personalization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.531602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45fc67ac-2557-4be6-ba5a-7522ee6f71a7 · outbound

This paper cites 2025 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2025 , eprint=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.341052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5020c54b-c655-4979-a5f5-434bbd1daf95 · outbound

This paper cites 2025 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2025 , eprint=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.667801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ffc9dc3-34ed-4608-8ec0-964216cf3dd6 · outbound

This paper cites RECAP : Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport RECAP : Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.672205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e6996af-8c36-440b-8760-e3174cb5ba54 · outbound

This paper cites 2025 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2025 , eprint=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.677632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aabc2bc6-731e-426d-bbed-23524add6601 · outbound

This paper cites P ersona PKT : Building Personalized Dialogue Agents via Parameter-efficient Knowledge Transfer.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport P ersona PKT : Building Personalized Dialogue Agents via Parameter-efficient Knowledge Transfer

Reference 7

Resolution: verified exact; doi, observed 2026-08-15T14:18:54.882221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 53315efd-8c26-43bf-8b6d-c2fc2c0d359e · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.688946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a24fdc-f918-4e23-8dca-0972f919a102 · outbound

This paper cites 2021 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2021 , eprint=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.311564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64c4e7d2-dcee-4a94-a5d1-91f44fd60370 · outbound

This paper cites Compute-Constrained Data Selection.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Compute-Constrained Data Selection

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.697829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a6de7d9-6fbe-46b1-8a31-04eef7fdb5df · outbound

This paper cites 2026 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2026 , eprint=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.704181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c87c2c-732c-44a6-ac56-054849be7deb · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Advances in Neural Information Processing Systems , volume=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.708712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd7ee3c6-7ac3-4583-b4f2-0aaad89a12d6 · outbound

This paper cites 2025 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2025 , eprint=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.279451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1f255eeb-806b-4fdc-b55e-f25049840206 · outbound

This paper cites and Sifre, Laurent , title =.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport and Sifre, Laurent , title =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.716910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d83cf1-312e-45cd-a4a1-a080220b5a42 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops , pages=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops , pages=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.256281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation feea8ef7-e40d-4648-8a8f-fef936040a25 · outbound

This paper cites Drift: Decoding-time Personalized Alignments with Implicit User Preferences.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Drift: Decoding-time Personalized Alignments with Implicit User Preferences

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.725982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d2b8512-0968-4337-845e-ca2b745b3d6f · outbound

This paper cites Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.236279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eda178fc-4565-4591-893c-f046af256bb6 · outbound

This paper cites arXiv preprint arXiv:2507.04756 , year=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport arXiv preprint arXiv:2507.04756 , year=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.733969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6feb35-eba8-4ddc-b9da-15a8f0310cd8 · outbound

This paper cites Test-Time Learning for Large Language Models.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Test-Time Learning for Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.738157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5cbec9a-92db-4584-abf9-d86821b82f3d · outbound

This paper cites Learning to (.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Learning to (

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.222166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 520d63fb-df70-49d5-8573-7d048e176412 · outbound

This paper cites 2026 , eprint=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 2026 , eprint=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.208818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e4e7581c-4cb4-4489-9021-c762fdae18fb · outbound

This paper cites Transactions on Machine Learning Research , issn=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Transactions on Machine Learning Research , issn=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.750967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72b4df0-3317-4395-bd2c-59f416cb18db · outbound

This paper cites World wide web , volume=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport World wide web , volume=

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.186358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9241154-1160-43ae-8010-2e9e1c7d743e · outbound

This paper cites arXiv preprint arXiv:2502.11528 , year=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport arXiv preprint arXiv:2502.11528 , year=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.759086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb423ff0-8b15-4d61-a0d1-866d96b57e01 · outbound

This paper cites International Conference on Machine Learning , pages=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport International Conference on Machine Learning , pages=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.763177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92defe68-bdd9-4dd1-be25-28a29173563c · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2023 , pages=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Findings of the Association for Computational Linguistics: ACL 2023 , pages=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.767258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38f87689-6b38-4572-ba6d-56c0b33b7302 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , pages =.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Proceedings of the 41st International Conference on Machine Learning , pages =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:55.156619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5cefe76d-90d2-4c4a-a664-98e009878b05 · outbound

This paper cites Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) , pages=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) , pages=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.776218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e07c0b-0891-46a0-ac17-b8d705885729 · outbound

This paper cites Personalize Your LLM : Fake it then Align it.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Personalize Your LLM : Fake it then Align it

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.780071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5433730-46db-484f-a1c7-dd62b641d569 · outbound

This paper cites 1950 , publisher=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport 1950 , publisher=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.783995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49654678-643a-4b13-a93a-af0e67f466f1 · outbound

This paper cites , author=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport , author=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.788920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39126f2f-7f98-4834-88f2-4d9b91473f7d · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.792928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efbc92cc-9ea8-45f5-8f4b-187dfee286c9 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Gaussian Error Linear Units (GELUs)

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.797412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50131af1-2a9a-4f5f-af75-3ba0edc6e678 · outbound

This paper cites Advances in neural information processing systems , volume=.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Advances in neural information processing systems , volume=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.802111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b8a80eb-112a-4089-a29b-4b6dbe21e3de · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , articleno =.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport Proceedings of the 41st International Conference on Machine Learning , articleno =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.806620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2454f88a-3206-4223-95b2-8d1e451828c5 · outbound

This paper cites The Llama 3 Herd of Models.

Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport The Llama 3 Herd of Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:54.812651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.