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Paper Citation Record · LEDGER

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning

As of 18 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 1 inbound Pith citation observation for arXiv:2505.13081.

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

pith.paper-citation-record.v1
2505.13081 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:24:36.042155Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T10:44:31.842696Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T10:46:17.226497Z

Reference resolution

77 of 77 outbound references displayed

  • verified exact1
  • verified fuzzy23
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6d97eeb-c5d0-4b91-b84b-4328039f8349 · outbound

This paper cites Zhang, Z.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, Z

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.161360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.720273Z digest=sha256:9a384e4de30cbe5398b2dcc0bfec204c51fdac00923ab3935b36ee1838993474

Observation 63db9aa0-58bf-421b-b246-0a6a15859587 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.725862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.725862Z digest=sha256:0663efc2dcd52e96b181793cfee03007f90a038e01193829dcf0b2c33becd866

Observation 5ef2225c-e523-49b6-98e9-5afce43d2a9f · outbound

This paper cites Donahue, P.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Donahue, P

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.139348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.730478Z digest=sha256:f93f2c6bdafaa4bfc084f546d0cad499ea35c4b880ed8783a387650009b336c9

Observation c683870e-3e27-42ae-b534-5ceab19704fe · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:37.126198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.734903Z digest=sha256:49baccb39c96e894877e8dbc7f1a156bbfb0d0693c3d8b841842cce290bedec6

Observation aa053f92-35be-4089-9512-8a50d7b3aaac · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:37.113118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.739107Z digest=sha256:f557251c566f6ad6d44123d54f892a73db20fac9ded978772a0e96294334114c

Observation df57dc08-8003-4577-b16a-58c12b77ab65 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.743455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.743455Z digest=sha256:8e0145014c2bc2961d1ea4761359ba83a68efc964fe2066f4636625374f6a752

Observation b5b749d0-2b72-4444-89f2-f512a45d7bdb · outbound

This paper cites Adapting Multi-modal Large Language Model to Concept Drift From Pre-training Onwards.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Adapting Multi-modal Large Language Model to Concept Drift From Pre-training Onwards

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.748210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.748210Z digest=sha256:7ca5ed1f7123031987415eb0b6ab4a00b7304efd0747cbf37be5b4fb76735421

Observation 9af34f19-b77c-44b4-8229-2f71eaf4ad2b · outbound

This paper cites Causal diagrams for empirical research.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Causal diagrams for empirical research

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.090541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.752795Z digest=sha256:7eab1fe31e1b9dccbca795a5a17362dda7a0fd9249d0226986940a239060340d

Observation df39f872-5006-4dc2-b7b8-dc23eee44c0c · outbound

This paper cites Causal inference in statistics: a primer.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Causal inference in statistics: a primer

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.076863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.756845Z digest=sha256:6172c3884e3c9e4bccd5f2834e44bf35bfe34cb51e0e4e25d8d7d312fb1a1445

Observation 8df3f867-0f14-463f-9894-2a055e69008b · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.761019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.761019Z digest=sha256:d4adc6c6be33bfd14b70f7a0365a7c9402d5c6a2d9aa0f1a677b4e29aba2920a

Observation 305db769-4c1c-4759-9b28-6481fb8e3a6d · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:37.062893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.765466Z digest=sha256:73a40fec92d13fbecf5d6c6cfb40840f12a3fb870e177e22061026a95257d257

Observation 76761422-834b-4d8d-980e-aec2a4dea785 · outbound

This paper cites Direct and indirect effects.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Direct and indirect effects

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.048095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.769759Z digest=sha256:6da8446e43f65ec627814064fa978dd04b31fa0b2eaa92d20a384b706ea7fcbe

Observation 8e6dbf46-2a1e-42f7-9e84-d82fe46c1348 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:37.034501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.773882Z digest=sha256:90a208a1aa2ca081452906cf399baa28eb023dabd1d4f491d68872afc298d977

Observation c6f4c69c-6982-44c3-ac65-c8fef4cf7dd1 · outbound

This paper cites Zhang, C.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, C

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.019866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.777750Z digest=sha256:a60446016df980fc8272f18f2deba2570ec4e57478ab885c4ab167b36feb0ace

Observation b0d22d7f-b857-4b2a-a3ee-4406d586a13e · outbound

This paper cites Azizi, T.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Azizi, T

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:37.006088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.781679Z digest=sha256:c009b8aa734ab72c8bb58fa7db5b5ca4de07d4536fc38628dc154abdbc43d88d

Observation 1e3aa7ef-d038-45c7-b826-f1a6969ebb04 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.991692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.786191Z digest=sha256:80f38c38ffdf4c3fbbf471effb85c31050d6c24d4f9875a8d358ec0d932fa4c8

Observation e84fe87e-941a-4a8b-8f01-c9626186e341 · outbound

This paper cites Sharma, E.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Sharma, E

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.791001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.791001Z digest=sha256:30fabaeb171d7be52325d19264c1c645e5a28284a8cc4e837569af45b07eab0c

Observation ec021163-1ef3-4fca-903e-53581dee7140 · outbound

This paper cites Qwen2.5-vl, 2025.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Qwen2.5-vl, 2025

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.968046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.795173Z digest=sha256:12e13da009ecfc62244ff8a93fdf58e30d4bc02bee2940acdfc2d385c568202a

Observation 5468dcad-f59d-4b38-9c63-95667ae00d0c · outbound

This paper cites Hyland, Q.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Hyland, Q

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.952099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.799389Z digest=sha256:15eda5ec3d3266daedc290eb316ae8a88c3d02837cbd90eeda5bfeb5c85e029f

Observation 5ab67a14-3cef-4cd4-984f-f178dde666ac · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.937981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.803648Z digest=sha256:aa7e3fc8aa6d8e3124f4b158553ab48c4f673c36fb4408c2890f88f3edfd5ab7

Observation 55df69a0-5405-433f-b2aa-a957458358a8 · outbound

This paper cites Usuyama, S.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Usuyama, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.924043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.807803Z digest=sha256:be55695ce21337a8ebb1bc547694715a38dd97200111e41001bb2eee996a94d2

Observation 68b8114c-ff38-45a7-9598-865d7ecc2f69 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.909693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.811948Z digest=sha256:c3173c2295af76689156eed4983e9b3031cfe5e3f9b750c4ffb9f71b51ccd2fd

Observation f639ca3a-e168-4fe0-9daa-74560abb219e · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.895673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.816044Z digest=sha256:a5b5110d1345e3687c6fc31c0d98f8232db844c242a0e942bfbf824ba79fb55d

Observation 3b15ccde-813a-4ddc-8a61-7b4db0516c20 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.820092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.820092Z digest=sha256:6bc9a1f05650df971cf24d163d787b7bb465c055ab0b831d7f33866ebf98dbc5

Observation 33dae1a5-a99c-4551-a263-385338a3bab3 · outbound

This paper cites Hyland, F.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Hyland, F

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.872814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.824410Z digest=sha256:dce472064acf095916e448545897e5ec29be7a3705d638572d01f2f1150f1547

Observation eb2da3a6-bed4-4b4c-883b-06eeaed4d7e0 · outbound

This paper cites Chest ImaGenome Dataset for Clinical Reasoning.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Chest ImaGenome Dataset for Clinical Reasoning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.829664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.829664Z digest=sha256:1766cc7c6a3090d3886600c4d67ddbf5b5935afc81c845f335907d7e815fdbf8

Observation 06290fd1-e302-4957-ab08-255c1d02e23d · outbound

This paper cites Song, T.-H.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Song, T.-H

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.858822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.834260Z digest=sha256:ecdd939747053f73352d7bcf6fc91f02bec7369ddcebd4c4da532985c04df264

Observation eb211631-3aa0-4e2c-91cc-b519adba397d · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.845009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.838280Z digest=sha256:d1429e5bb0238c7c2de5c793ccd25ee7a117bf69753f1baecb95148762b181af

Observation 45734484-d943-4f1b-b69b-4f2a9c43c858 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.830745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.842348Z digest=sha256:c194d95a8f49ec6012c6dc2bb33cc2e0d96268b89c75b63b85ce4a2b52a544c1

Observation 9afccc01-11c9-4cdc-8bcb-c62846c728ea · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.817338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.846317Z digest=sha256:85618a9b1576da777c5591142ae4dea8f31f9c8179c78b5078ecd3f8a59c8586

Observation 574424e8-2c6a-48ff-b77c-185bfb176c0c · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.802589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.850625Z digest=sha256:b5faedd3072aedd989e78cd4a878f8f3732015b5aa5e8f89d085c3fd932d79b2

Observation 95fe0f1b-6f40-40e8-9140-446186e9050b · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.787279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.855098Z digest=sha256:7ef081e25c2e2130df0be6785a8a772717735b57d5f71cdbd380a888cb285ab6

Observation 224cdc78-eb1e-467d-bdc3-b096d1b13f0e · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.773297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.859729Z digest=sha256:e518297e804f5c70a73e1e771ccea7804093b99bade187883bf726bd32c5e9c4

Observation 64591896-591a-49f0-83a2-5db5aff777ff · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.758642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.864171Z digest=sha256:fba56134d6649194a47c3cdcb46d95ac3f28680018ab89b9e490b4140a5ea2e7

Observation 439f8ba0-0c26-444b-9d84-ac0d5a20afbb · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.744052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.868429Z digest=sha256:754d7d65e38a60960926baa7f9599ca56f09ebc49eae61ff7cc88dc2bedcc2e4

Observation 1bae267e-3ee5-4073-b49c-9fac89a0d49a · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.729675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.872661Z digest=sha256:06b577e5e8f83c258081af613880d325321f1cb5bea9d583073248224c1123fb

Observation b4872447-2749-456c-b546-f703ce4d1194 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.876806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.876806Z digest=sha256:53af3ffa642e43a47c2e8158f318204033f6ea229b8433311bb7a9664003cd75

Observation 20391c2f-50a6-4089-b437-6bb17903df2b · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.705931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.880889Z digest=sha256:af99f14d7f6c168c88ce12561450e6e0e0f1a2ed4e478e7987d862129b8195ea

Observation 05761054-b0c5-4714-ae66-a5e5ba6d04e5 · outbound

This paper cites BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.884998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.884998Z digest=sha256:643a2d554aa1a9031c4d1cf5937f194e5b293d3fa030c899a19e00d74dda97bf

Observation 8281aff0-c10d-4c99-a837-597886caaea7 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.692740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.889449Z digest=sha256:f3784b9098108330a349d265695c1a41317f051ea9dd7a4b63a3b12670dd6707

Observation 1aa4a15d-0429-4140-90d2-c194c73f2549 · outbound

This paper cites Talius, P.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Talius, P

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.679122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.893570Z digest=sha256:3db0f2cebe73376139211bc85c2985dfc74144acfe19c8c073914ff027a14f98

Observation ba46602d-9bfb-4428-9334-5d4880d9ed1f · outbound

This paper cites Zhang, Y.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, Y

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.665275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.897655Z digest=sha256:3f54591727f8c60ad5f163ea14222250a3506fda868503bda2d995c14db82b0e

Observation 1278e9dd-5d87-4b34-a37a-b47d0bf168f6 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.651229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.901893Z digest=sha256:55ac9b106ee43abea41ce7bd3be9a53ecae7b5e8798c6319bc1051bb17f2d773

Observation d6b0bdfb-2c3b-44ed-8653-e7d7edc279b5 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.637194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.905943Z digest=sha256:ce8c86878245bc5cf9592ccf6384cf7d85139a102ce98e21b774983b92994517

Observation 10972abe-93fb-4c82-9ca3-a024f9de22b9 · outbound

This paper cites Antani, M.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Antani, M

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.623460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.910016Z digest=sha256:7099e5102fda1f4ce017e4d06d18c1725a1e879a090abbde0f6b0ad4cb75bc2e

Observation 48e56097-daf1-43ac-a2a0-0c559f179d1e · outbound

This paper cites Pertusa, J.-M.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Pertusa, J.-M

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.608054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.913894Z digest=sha256:5005488a8d3adf6a3e2854a7feaf761c5f256cc605878cc413090b7ffbfed2b0

Observation 531ada69-ac98-40d3-9321-f5c3aa7b7107 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.593949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.917867Z digest=sha256:267115c743f51c34e373c56fc6b27206dabc0254d541e48c01cb70bfd2786947

Observation a1a2354a-209d-4a72-bb4c-87abda3ad928 · outbound

This paper cites Rajpurkar, M.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Rajpurkar, M

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.580458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.921777Z digest=sha256:7010abcf7bffc66cdc8ae360c950b351626f2ccfe4f2a52177e21f54f48cf32f

Observation 4a8abbe7-7ca3-41ff-839c-8cd153523a1c · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.566821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.925658Z digest=sha256:78f80893d18ac1f0dfccc6deba98a66dd31c1aade58cade87b9e27b2b36c6272

Observation c278cca3-4c25-493c-922e-4ba645db1082 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.552687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.929585Z digest=sha256:d54506c2edd9e51d7df56d901f998d308ee5a965fc0b23efb15fe0fc9e32bde6

Observation 8e8c38a9-72a0-40f2-97bd-ba2e0209964a · outbound

This paper cites Xiong, A.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Xiong, A

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.933857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.933857Z digest=sha256:1e78710e9d2c0f65072829ba06dcc444d8624a003cb7686321754353b12ee139

Observation b730403b-d425-47a0-b6c0-3f3f291b810d · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.937669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.937669Z digest=sha256:1a63b7a8691c1c672551257d2dd0114aeeb2bc0416b331c65af3b55a208c8864

Observation 2cbf1443-31a5-484c-8a71-0d068e1818e7 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.520165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.941631Z digest=sha256:48f07659222ca5452482f9e28d2737d1940ec38ea067a598cacef84f1bbc46de

Observation fdd3410a-169d-4eae-8c5a-2b81ec51dbe1 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.506604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.945558Z digest=sha256:d817b489aefad6f4b12f335a72398b953514efeaddfc10110bbdadbd6d80bf43

Observation 0d5b163b-91dc-4843-93f0-d99e003acbed · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.492383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.949571Z digest=sha256:aedeade0b01a4f8c928b8a2a2395c9d029519e423def7e5e3d25c41089c9809e

Observation 65ae4c98-df76-4119-b7e4-2c9af8fed493 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.953524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.953524Z digest=sha256:bf500bcf217611683a4c961d34628e1f8eafd5ea091ee42d5ec7a00581d135b5

Observation 6d4fb766-c2c0-4494-bd59-d97913ceffe6 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.957519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.957519Z digest=sha256:2db612636b5c4cd5565e1e9ba57280ccc3c1cc16cb2194aca3c9a4325c032676

Observation 702e9f4b-140b-4cf6-aaeb-0fdec24d0df6 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.459436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.961574Z digest=sha256:3f62bec9f9db2a0242bd2cc83aa0cf9b11fe014983824c23dbf96b7347e579ce

Observation dd8015b3-b5dc-4b26-8d07-7c7e746fb3ba · outbound

This paper cites Zhang, J.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, J

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.444609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.965706Z digest=sha256:9562e1bfc99d093268b3fd5f1a1334745da1c2eeff2ba40cf8ca7e24263f8f92

Observation 8448a949-f018-45f9-a94b-172d8ab00a43 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.428995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.969960Z digest=sha256:068344276a57c656e021817d036bb2a8827d2e2d7851666e7b9f9309a4f31dc6

Observation c812c78b-e1c1-444b-afb9-f7a49b52840f · outbound

This paper cites Zhang, D.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, D

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.413344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.973973Z digest=sha256:c03a018480215d450abc44cc24cbb7b74062f9502efcc2eab032d00b008a7456

Observation 9507019e-d7ec-44ad-96c5-27721ef0da9d · outbound

This paper cites Jeong, H.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Jeong, H

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.399175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.977971Z digest=sha256:620b82a5d0ec56754fbfc316a39d3692725e1af89eefce7e6ff15be2f33c04d4

Observation c66d4aef-3718-462f-9c9e-86a73d329c46 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.383335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.981988Z digest=sha256:536ea293749e7c9c651f7186bd57afab3edac8442486a4966c42db28468113be

Observation 0fc18d26-0420-4197-9780-74a11c029e37 · outbound

This paper cites Zhang, G.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Zhang, G

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:24:36.368556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.986022Z digest=sha256:81d92aa6266a9212fb1f6d17923fde82aed2d83899bdfc21b16ed5ad69261395

Observation 5dcc9223-a783-488b-9b83-f4cce08cbc44 · outbound

This paper cites One Leaf Reveals the Season: Occlusion-Based Contrastive Learning with Semantic-Aware Views for Efficient Visual Representation.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning One Leaf Reveals the Season: Occlusion-Based Contrastive Learning with Semantic-Aware Views for Efficient Visual Representation

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-15T20:24:36.171721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.990015Z digest=sha256:90288413ec512a4f162ae9539e5c025658d62b090b4237af5c23515bb43115c1

Observation bd2a9c3d-9fcf-4192-8729-f917c82ec1b4 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:24:36.353413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T20:24:35.994385Z digest=sha256:0f693d7202d70dc32a7f8c239b142f6a5595f32c78fc1e3fb54368d9c506ae4c

Observation 36518431-baca-448d-b996-bd1aef0e1b0d · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:35.998947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:35.998947Z digest=sha256:36201324acdd3c72ddeccc8003064a463c4da2fe839e6e97de4fc5443e3e90b6

Observation d145e729-b834-4366-bc60-d87ccda81cb2 · outbound

This paper cites OpenAI o1 System Card.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning OpenAI o1 System Card

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:36.003097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:36.003097Z digest=sha256:85b3984bec86714e0aacf0f8f89113b7738c01d33c5aa5983cfbc292176512cd

Observation c9d5c090-c0e3-4215-9e26-6a2dc917f892 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Constitutional AI: Harmlessness from AI Feedback

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:36.007592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:36.007592Z digest=sha256:2b0bbf90dced4490f5d4be5e984e7b95f3488182139120aba7b377009d86613b

Observation 327ad8e8-24d7-46e2-a37f-24a406cdbf25 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:36.012163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:36.012163Z digest=sha256:85e5b7d3a2d764602f02d86fd31b8d28ea408f28df36c6be77a1853fe8c91658

Observation 0f998a3a-230c-46a7-b4f1-e39d80bc1ba4 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-15T20:24:36.016344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:24:36.016344Z digest=sha256:ae0dfd7b2bebcd95ab1eacd565b0bdd4c732ebd218964a293335446c84e182bf

Observation f71b5e30-70b3-4f9e-9d30-4008e28fc274 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 72

Resolution
unresolved
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Unavailable: canonical work link unavailable.

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Observation 6e8efbee-67ea-40b7-8f69-6833464c8541 · outbound

This paper cites an unresolved cited work.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Unresolved cited work

Reference 73

Resolution
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Observation ecc073c4-9275-4d55-a68d-d1695a660349 · outbound

This paper cites Huang, L.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Huang, L

Reference 74

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 30d4d7bd-9fac-46af-a5c4-1903b6877e23 · outbound

This paper cites The Lessons of Developing Process Reward Models in Mathematical Reasoning.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning The Lessons of Developing Process Reward Models in Mathematical Reasoning

Reference 75

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Unavailable: canonical work link unavailable.

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Observation 7ebe48d3-79ed-4899-a6c6-b2f41d50c5e2 · outbound

This paper cites Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models

Reference 76

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Observation da0098a0-cafe-4ffe-ae03-2ae2fd3a70de · outbound

This paper cites A.2 Causal Inference Recently, increasing researchers have incorporated causal inference into deep-learning models, espe- cially in large models.

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning A.2 Causal Inference Recently, increasing researchers have incorporated causal inference into deep-learning models, espe- cially in large models

Reference 77

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Pith citing papers

Observation 158401e4-6d90-4d0c-a42c-f2d30e5c4729 · inbound

Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments cites this paper.

Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning

Reference 11

Resolution
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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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