Paper Citation Record · LEDGER

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy

As of 22 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2412.01388.

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

pith.paper-citation-record.v1
2412.01388 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:29:23.724112Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

37 of 37 outbound references displayed

verified exact1
verified fuzzy15
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ebe43e14-faba-47e0-b342-a5539eb98ffb · outbound

This paper cites Abramson, J.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Abramson, J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.329441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7dfd15f0-51ee-4b27-8f30-ebf4f7bab976 · outbound

This paper cites Bachas, G.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Bachas, G

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.313620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c8b42dc4-d3d9-4346-a272-6f02dce09bc2 · outbound

This paper cites Blache, S.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Blache, S

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.297791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0d2e591b-3b1a-405f-922f-c17b5eb7a88c · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.282715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a58f1c7e-e092-49d5-9699-cdad43d331a8 · outbound

This paper cites Castellanos-Rueda, R.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Castellanos-Rueda, R

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.267500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d638f79-22ff-4278-8979-0c62bd7fc265 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.250948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fec30fc3-673d-4f7f-9a85-6812ed6aab06 · outbound

This paper cites Clark, V.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Clark, V

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.236360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8a8af833-089d-4453-890d-46534f557113 · outbound

This paper cites DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.562737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d40f323-6303-4e79-9f0b-c8b2d08c7883 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.222674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 42fd12b6-def2-4f41-8e98-458fe13ec39d · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy KTO: Model Alignment as Prospect Theoretic Optimization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.574427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8795d8-ec14-412a-956e-e0438985b69b · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.207730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f92cc9c4-8479-4ca6-91e6-ad854c00aa3e · outbound

This paper cites Gorovits and E.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Gorovits and E

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.192634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 178b6d5d-0254-47a4-9140-ffd2f4dee794 · outbound

This paper cites Hayes, R.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Hayes, R

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.177331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2032a73f-bd4a-437a-89e8-586db9e36842 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.161465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 48775741-c5b5-41b4-9e56-106f89f99ed7 · outbound

This paper cites Henikoff and J.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Henikoff and J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.146131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b1bd866-23a4-49c3-81b2-fa70a9fcd7af · outbound

This paper cites Hetzel, D.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Hetzel, D

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.130215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e7b28dae-a322-4c7a-9f4c-f7949a769090 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.115181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fe9f99be-ef72-4865-8ab4-73f8104d3f3d · outbound

This paper cites Jiang, Y.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Jiang, Y

Reference 18

Resolution: verified exact; doi, observed 2026-08-12T04:29:23.817448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75ea1a4a-6ad6-4584-a355-924a480352e6 · outbound

This paper cites Joubbi, A.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Joubbi, A

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.100435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 77598b6d-3944-4c4e-9cdd-1b966bf6ce40 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.086399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 53c0c299-61a6-4fb1-bd04-47d477e67e82 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.071283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bfdbbdbf-f5fe-4a48-b525-fa35cde9a42d · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:24.055430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4f3aee38-2644-42e0-aac2-5b794f51d3aa · outbound

This paper cites Mullin, J.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Mullin, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.036819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dd6cb81c-1bdd-4eb5-9c7e-340b221da2f9 · outbound

This paper cites Muyldermans.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Muyldermans

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.021587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c8a1ded6-33fd-43c7-8412-5e4a4174eda0 · outbound

This paper cites Nijkamp, J.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Nijkamp, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:24.004551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e4db41a2-df1c-44d8-88cb-3002687bd22e · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:23.988217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation be888ffd-114c-45a9-9e32-a96a57bee13d · outbound

This paper cites Prihoda, M.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Prihoda, M

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:23.972010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1ff6e7e0-c0de-4cce-b927-543acd59b37b · outbound

This paper cites Rafailov, A.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Rafailov, A

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.679490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e12eae8e-b714-4664-bed6-8c3c5fd646ed · outbound

This paper cites Contrastive Learning with Hard Negative Samples.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Contrastive Learning with Hard Negative Samples

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.685131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc65abee-5c78-47c7-8d46-c46d7ac91738 · outbound

This paper cites Deciphering antibody affinity maturation with language models and weakly supervised learning.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Deciphering antibody affinity maturation with language models and weakly supervised learning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.690987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8468d8b-b0ae-4407-b2df-79e5a927306c · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:23.947568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d1173ac9-8095-4efc-926c-f5dc45c04860 · outbound

This paper cites Steinegger and J.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Steinegger and J

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:29:23.931691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0dad240a-d0ed-43d0-a977-f91253b185e1 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:29:23.915142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d6ffb455-3abc-49c9-9ee5-802d4dd82cbd · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.710698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d22180a4-c6ce-44ba-9142-f621b69ff56f · outbound

This paper cites Attention Is All You Need.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Attention Is All You Need

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.714896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cd57a6c-2f86-4f45-8487-ab3c888d8480 · outbound

This paper cites an unresolved cited work.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.719637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0973c55d-5020-4909-848b-b2cbc975cf0e · outbound

This paper cites SLiC-HF: Sequence Likelihood Calibration with Human Feedback.

Harnessing Preference Optimisation in Protein LMs for Hit Maturation in Cell Therapy SLiC-HF: Sequence Likelihood Calibration with Human Feedback

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T04:29:23.724112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.