Pith. sign in

Paper Citation Record · LEDGER

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging

As of 21 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 4 inbound Pith citation observations for arXiv:2506.14126.

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

pith.paper-citation-record.v1
2506.14126 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:58:48.223776Z

measured 72 of 72 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:34:48.033757Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T11:56:56.020482Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy40
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 659fbd12-e022-4672-adb5-ddcd79a2c374 · outbound

This paper cites Abnar, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Abnar, M

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.181604Z

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.

source=pdf_text observed=2026-08-15T19:58:47.929825Z digest=sha256:b76f06976fb54b4366665d25b129411dd3df1328df96a2334fa29b72cad30047

Observation 06262961-6531-433b-b705-53dc226253de · outbound

This paper cites Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:47.935070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:47.935070Z digest=sha256:9097fa1245c57831582c220079e862a02e562db58c353bbc3b79d897387ecdce

Observation 83752407-c83f-4293-afef-6afd28062d40 · outbound

This paper cites Beeching, C.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Beeching, C

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.166816Z

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.

source=pdf_text observed=2026-08-15T19:58:47.940279Z digest=sha256:ff47e14168e7415059437d85bd953c5b903c97bde2d4e700461d2738ecb3fd34

Observation 8d2b98b1-fda9-4de9-b5d6-85fdee71ff10 · outbound

This paper cites Cheng, J.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Cheng, J

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.151681Z

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.

source=pdf_text observed=2026-08-15T19:58:47.945067Z digest=sha256:5b8261da431446e33fc01489746dc4c60baa3dc3e2d3e2bbd98a5255bf682f51

Observation 554ea925-838d-4682-a2e4-0c60d53fc13d · outbound

This paper cites Choshen, E.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Choshen, E

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.135868Z

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.

source=pdf_text observed=2026-08-15T19:58:47.949966Z digest=sha256:8a9806834f754d2bab3cd3c6eb18a889479fff7b44c0a8843b71b28ff930c578

Observation ba580b97-39dd-4af0-af2a-8e0e9bc46790 · outbound

This paper cites Cimpoi, S.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Cimpoi, S

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.120826Z

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.

source=pdf_text observed=2026-08-15T19:58:47.954516Z digest=sha256:c38d696b1c7c94ce17cf1c0b8be1574430181f35470d0af1286d0d513a90839a

Observation 32c3f6bf-842f-48c1-a781-2e82827c067d · outbound

This paper cites Davari and E.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Davari and E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.107706Z

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.

source=pdf_text observed=2026-08-15T19:58:47.959391Z digest=sha256:9f26bb82e225baaa67660b1acc14c65a4aa88bcf6358cf585d2e042e1af3edc0

Observation f8aa1c4c-d8ca-4ec5-b2ab-6248bf2a9373 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:49.094156Z

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.

source=pdf_text observed=2026-08-15T19:58:47.964374Z digest=sha256:b25ec25b91f76d06bb6f1e2df232a3080dfd014a022a2995f21988d71b411042

Observation 58f51459-40e4-4400-9255-3d98bc4dfe35 · outbound

This paper cites Deepseek-v3 technical report, 2024.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Deepseek-v3 technical report, 2024

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:47.968773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:47.968773Z digest=sha256:4ad6f3a093e0cc7dc3fd1cda765a0baee8378d3f6c426b3f54641f893dc7c110

Observation 0cd1f574-d74e-47d7-86a8-26a8dcb886e7 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:49.071931Z

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.

source=pdf_text observed=2026-08-15T19:58:47.973340Z digest=sha256:41a0b4b8cc40a4b58f3a3d4ddd2e1623d996c15b84f3b50c0d01899d948f13fb

Observation 5e545428-35e4-42ea-8ad7-42bc0fb39f98 · outbound

This paper cites Dosovitskiy, L.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Dosovitskiy, L

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.058146Z

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.

source=pdf_text observed=2026-08-15T19:58:47.977611Z digest=sha256:0a1b81e74189697192485942dc91434374bb121699b253d95bd399b32cd33535

Observation ca4b2429-8546-4e3c-872b-c9b3af05a738 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:49.044254Z

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.

source=pdf_text observed=2026-08-15T19:58:47.982142Z digest=sha256:e1f7832084b3d6788e5cc32189e73ccacf0724879b05f95ef80ba70a2416903d

Observation 9be3add3-d433-4ef6-8caf-26b9254acef7 · outbound

This paper cites Feldman and C.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Feldman and C

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.030576Z

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.

source=pdf_text observed=2026-08-15T19:58:47.986986Z digest=sha256:72f504a5363d2b3f645f737d2e748f998dca19be98464a8e0e5185d75e49e75e

Observation d875dcad-4071-4fc0-a9a6-21d95becf00c · outbound

This paper cites Frankle, G.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Frankle, G

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:49.014673Z

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.

source=pdf_text observed=2026-08-15T19:58:47.991224Z digest=sha256:a2c2cffb761489cb73be93401ea286a71819d051819d6a7a15ed4219f170874b

Observation 9930667e-9a61-4785-9790-03284ead7db6 · outbound

This paper cites Goddard, S.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Goddard, S

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.999907Z

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.

source=pdf_text observed=2026-08-15T19:58:47.995644Z digest=sha256:f20f14e1b99913442f9bc52dda6d36b584c5bdd7a7b9ee7d5f4d10b4970fe4a4

Observation 7e609a59-c7e2-46be-b209-68400999d926 · outbound

This paper cites Grattafiori et al.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Grattafiori et al

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.986527Z

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.

source=pdf_text observed=2026-08-15T19:58:47.999957Z digest=sha256:823edcec0e73c75b515d5feab48ffb3513e434bbb58d39fafa78047ffd45414a

Observation b262cd00-3ffa-4b07-b2b3-264cd56a2cc6 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.972804Z

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.

source=pdf_text observed=2026-08-15T19:58:48.004346Z digest=sha256:2093dda1357b7e89590d71b1af431970be56e394086e2cfc63a2db27519c7527

Observation e23796dc-ac01-4071-bfed-a1fe9b952e9e · outbound

This paper cites Helber, B.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Helber, B

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.958980Z

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.

source=pdf_text observed=2026-08-15T19:58:48.008782Z digest=sha256:b1f1c22b8bec98583d3c72064c76417516d1c277e47c6320e036e63a7c3e5cc9

Observation acb4558d-e728-431d-9d79-3e823f604491 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.945012Z

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.

source=pdf_text observed=2026-08-15T19:58:48.012956Z digest=sha256:0f40986a598176a1bc6f33e025297b9c82334247a5981bf0c1264d97b8f2bb93

Observation a79e406a-d4c2-40c9-9777-b6eb048e9c19 · outbound

This paper cites Huang, Q.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Huang, Q

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.017358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.017358Z digest=sha256:430657815ad936047dbc15db70f353d8ae2f76c88b64db19429babc49f9e711b

Observation b6d77ebc-976e-476f-a8b2-9f5c6955d1ba · outbound

This paper cites Ilharco, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Ilharco, M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.922886Z

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.

source=pdf_text observed=2026-08-15T19:58:48.021759Z digest=sha256:ffaea5369d4fe329a64ae39abc8997785ab90ffaf04c2db85fe799f767e6469a

Observation 9d401b8c-74ee-47f5-a35f-85ee8679aaac · outbound

This paper cites Ilharco, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Ilharco, M

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.026391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.026391Z digest=sha256:170a21dac0fd14c4e8403425c073b2c4c8aac79512d55652054eec2d1def41a9

Observation ea651064-6ef2-4d86-8223-3cf956769119 · outbound

This paper cites Izmailov, D.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Izmailov, D

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.900545Z

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.

source=pdf_text observed=2026-08-15T19:58:48.030522Z digest=sha256:16a062575c10493bacd3a3b2b0a5d688ae814c2f0d6c70faa95cf75b69b46dbf

Observation 8f86d92c-da0e-4818-9c45-68adf32346ba · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.885586Z

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.

source=pdf_text observed=2026-08-15T19:58:48.034699Z digest=sha256:4d28734cec73084a6a7abdfd559020ff1270b6195d4423b093654016dd51d0fe

Observation df5772ca-0258-4315-b6a1-1056b9633cf9 · outbound

This paper cites Kandpal, B.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Kandpal, B

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.870601Z

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.

source=pdf_text observed=2026-08-15T19:58:48.039066Z digest=sha256:119a7ea8064f5cd9d885a16c20d726faf9a9e349410602c6a0baf5f755898230

Observation a8885488-8c16-46f0-972c-3cff2b898df0 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.855841Z

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.

source=pdf_text observed=2026-08-15T19:58:48.043226Z digest=sha256:a647c01b0627c4e48df0cb177371bf60b3975ad933a8ef9c5b39c4de5238c137

Observation b34cee53-e6fc-4b9c-b5c4-d7bd5f61cc1b · outbound

This paper cites Krause, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Krause, M

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.841517Z

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.

source=pdf_text observed=2026-08-15T19:58:48.047541Z digest=sha256:c34580eb89eafce97ef6b9a91cbdfaf6f461841b04ab813e5e4a2b0ec4b9a7f7

Observation c03198bb-352e-4205-8cbe-0b48fe06b977 · outbound

This paper cites Dataset Difficulty and the Role of Inductive Bias.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Dataset Difficulty and the Role of Inductive Bias

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.051839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.051839Z digest=sha256:b12bebec390a38b4f90c5c0d0d00528962dd489b574a41a210defd435a78ee70

Observation 81f5fefa-31a5-4096-b0dd-af2b678ffa46 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.828025Z

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.

source=pdf_text observed=2026-08-15T19:58:48.056778Z digest=sha256:ab39484512654d66a7ea64847b73e8142a8cd77fd21f6776a8e746ee69d45a44

Observation 6201e75f-c767-48e5-8210-4df35decc8b1 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.814208Z

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.

source=pdf_text observed=2026-08-15T19:58:48.060897Z digest=sha256:546c9e105dc00edc9631c5344487a9278e010d33978af04ba66123908d833910

Observation df1b0fa3-9bcb-44bc-bb7c-0799f3bb1d06 · outbound

This paper cites Loshchilov and F.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Loshchilov and F

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.065438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.065438Z digest=sha256:98da53d63df28f6ab72f1d03d1e2eb0e9ef888d47fbfc000146eee7c438e16a9

Observation 5c8310d0-b3ef-4b78-95f7-cf0eb3dd6ea4 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.790668Z

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.

source=pdf_text observed=2026-08-15T19:58:48.069687Z digest=sha256:361a0351139f1a764518c643ea372d2e9879758f8eccab82702676d1902259f3

Observation 4481dcd7-ae5c-427a-a035-cb95e576f74b · outbound

This paper cites McMahan, E.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging McMahan, E

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.776874Z

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.

source=pdf_text observed=2026-08-15T19:58:48.073880Z digest=sha256:5a8553bb86ccffa7573d16e1e6b3cdee54bc0f663b4e5399ab3b7bd0f3d72ec3

Observation a3cf5e6c-90da-49bd-975f-03dc4f579af3 · outbound

This paper cites Muqeeth, H.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Muqeeth, H

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.763517Z

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.

source=pdf_text observed=2026-08-15T19:58:48.077989Z digest=sha256:3c1afea5d05dedc5dfdcb33dc2bfed3aed58bf7a6b64305f2fcec0f3dc8c714c

Observation 315eb7fa-4a36-4b9d-988c-98c3e73fe637 · outbound

This paper cites Netzer, T.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Netzer, T

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.748287Z

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.

source=pdf_text observed=2026-08-15T19:58:48.082167Z digest=sha256:e823b77665b196226494e4c10df750ab9b4fd0e75f0c1d9c70a68d79fab9afe1

Observation f93462b8-2591-4c44-b652-409c1a838a77 · outbound

This paper cites Neyshabur, H.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Neyshabur, H

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.734150Z

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.

source=pdf_text observed=2026-08-15T19:58:48.086410Z digest=sha256:a09bcc1aa1b77b20af3a0aba9c5c75b0a4f7da662d4684bddc9bb41ac1795fd5

Observation b39cb89e-5c10-4e9b-921f-a68c1a7c1114 · outbound

This paper cites Ostapenko, Z.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Ostapenko, Z

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.719502Z

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.

source=pdf_text observed=2026-08-15T19:58:48.090800Z digest=sha256:a975bd39a5e48429bdc448ce31025ae38fa96e8f7899e6764e906bcef1bda4d9

Observation 650a63bd-2d40-425e-aa6e-0451eba99dac · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.706472Z

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.

source=pdf_text observed=2026-08-15T19:58:48.094935Z digest=sha256:a808a6d5cbb220088194984643a4172dbe4d363ca4fff25e684fd077fc01d2b3

Observation fe5a22bb-1cb6-4a03-9a2f-6aa66a7051bc · outbound

This paper cites Paszke, S.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Paszke, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.692889Z

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.

source=pdf_text observed=2026-08-15T19:58:48.099243Z digest=sha256:5a22203134ef96bcf50bd86eef3b9cd12ed840a6e10eed77ed7c56c106e062ae

Observation a307ae03-8f9c-4f2c-b1de-915541ea609c · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.679659Z

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.

source=pdf_text observed=2026-08-15T19:58:48.103733Z digest=sha256:0129c14dc58adf7c0094379efa8e8dabbfb85fb6cd03252370f87083b937bfbe

Observation bbd2a2bb-a55e-4c8b-84e8-aff3721b8c72 · outbound

This paper cites Pfeiffer, A.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Pfeiffer, A

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.666017Z

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.

source=pdf_text observed=2026-08-15T19:58:48.107914Z digest=sha256:7bce603dac4cd8f416d730ece8e93a737712174d37150b91bb7491f3016b77fa

Observation 38f20488-24ac-4c24-a7cc-45ec961f91cc · outbound

This paper cites Radford, J.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Radford, J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.652850Z

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.

source=pdf_text observed=2026-08-15T19:58:48.112191Z digest=sha256:3b091fb805fb253536c9165a34cd274e376d3e539e9e5915c3f9a0b209f18e65

Observation 33c66c8c-c784-4b19-a51c-d9fbf07ed2f2 · outbound

This paper cites Raffel, N.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Raffel, N

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.638542Z

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.

source=pdf_text observed=2026-08-15T19:58:48.116450Z digest=sha256:2d1542a449a600f3831cbc7f2f257b17be0578c8fc59d66871335ddc3087c672

Observation 3443468a-4a66-4393-afc9-ebbd8a269c4f · outbound

This paper cites Sakaguchi, R.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Sakaguchi, R

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.624828Z

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.

source=pdf_text observed=2026-08-15T19:58:48.120859Z digest=sha256:f4e45b689e482b94860a8e3074ed81e2a79100e4a7803d92f1148c5f47dbacb2

Observation 139fbb2c-07af-48f4-84dd-287c297cc702 · outbound

This paper cites The Non-Local Model Merging Problem: Permutation Symmetries and Variance Collapse.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging The Non-Local Model Merging Problem: Permutation Symmetries and Variance Collapse

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.125280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.125280Z digest=sha256:37b0a18ad8ec88ed26280bc95b3dd371cfa7a2f47cb9c9bf504619ce548be03b

Observation dafc7ac2-cce7-4b56-b6cf-6f1e6d5bb6ad · outbound

This paper cites Sharma, J.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Sharma, J

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.610900Z

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.

source=pdf_text observed=2026-08-15T19:58:48.130190Z digest=sha256:32460593145fb536864f5b352c4ab385eefa42a03cb9400491cb85b9875c4b50

Observation db579324-eb6d-4d26-8a51-30def5516973 · outbound

This paper cites Shazeer, A.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Shazeer, A

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.597533Z

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.

source=pdf_text observed=2026-08-15T19:58:48.134493Z digest=sha256:ebfd1c0e2c0b74a15a1764463f05cf7bfd2659e8a421a1ca17f652f9214fc251

Observation 4d987df7-8840-4e4c-8777-568b4ffd8ed4 · outbound

This paper cites Sorscher, R.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Sorscher, R

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.583859Z

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.

source=pdf_text observed=2026-08-15T19:58:48.138707Z digest=sha256:167a30541baff57e1767c5738c129a5004ba10f12d6ead441b975d821e6ae82d

Observation e52610b5-bd27-4620-ab6e-ec41094160ec · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.569803Z

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.

source=pdf_text observed=2026-08-15T19:58:48.143013Z digest=sha256:8acc5e0d6d7a4ab6621da8e23076adf2271c392b3d5f2dc7593418f2483b9c6c

Observation 67635cea-6a12-4092-bf5f-e3a6d293e7c4 · outbound

This paper cites Stallkamp, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Stallkamp, M

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.556313Z

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.

source=pdf_text observed=2026-08-15T19:58:48.147081Z digest=sha256:b7e052408260d1534bc9ab9480b48889ec61b80737fde7de1f0c6349cd97d088

Observation ad6a9534-a6aa-4a0e-a3e1-a1ded2f4e221 · outbound

This paper cites On the opportunities and risks of foundation models.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging On the opportunities and risks of foundation models

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.542993Z

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.

source=pdf_text observed=2026-08-15T19:58:48.151294Z digest=sha256:ffe177653078507162948478f838e10fe618e2aac55b7982969dc1a70a5c1afe

Observation e16b4086-39b6-4bb1-b051-d6afceaf9599 · outbound

This paper cites Stoica, P.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Stoica, P

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.528900Z

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.

source=pdf_text observed=2026-08-15T19:58:48.155699Z digest=sha256:1a560dd6785dff3916063104a0b3e3842f64e0a8853830a1080464769b5d2d45

Observation 1cffc3e7-2fe5-4a73-ab4b-23256be5279c · outbound

This paper cites Tafjord, M.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Tafjord, M

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.515607Z

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.

source=pdf_text observed=2026-08-15T19:58:48.159981Z digest=sha256:3888186fbbc147653b72a1a22e026c8683019632ed13d06d2ab530a046370332

Observation 81725ac8-c7ce-4976-877c-9c6c9e285c74 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.502613Z

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.

source=pdf_text observed=2026-08-15T19:58:48.164118Z digest=sha256:b942dbf880a7fd81cb9bd9c6fd7d3450d1d60387d2fb76da74617ecfb18001ba

Observation bf72907a-da6c-45d8-873e-064c0e591e58 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.489710Z

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.

source=pdf_text observed=2026-08-15T19:58:48.168289Z digest=sha256:c20e1c6c1bdcd7524ba523545cc6e7703c8c4cceb0c95a39fac5f0aa33476347

Observation 0215b9ad-b465-4a2a-a46f-8072cad6fdfa · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.475815Z

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.

source=pdf_text observed=2026-08-15T19:58:48.172452Z digest=sha256:7ce5baf2f6ae4c448e2a6106e4f1a6945c226177b741d16f7e1a5c18bc233f65

Observation dd4a0fc8-c9b8-4367-8755-28e7e4e724e0 · outbound

This paper cites Toneva, A.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Toneva, A

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.461998Z

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.

source=pdf_text observed=2026-08-15T19:58:48.176480Z digest=sha256:3fdc596d7eefe553b56c9d34bc8c51ed50482b83af439e0dccd24c3fe09b5278

Observation 3140ebf4-17a0-40b3-9b4c-0364adb3dfdf · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.180609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.180609Z digest=sha256:9a771ea37854fc0effe9da2e5d1c702ac74cdd92e2d58440d16953e2cdfd69cb

Observation 6b0fac2c-3b16-40e0-ac23-840ecefa0412 · outbound

This paper cites Wortsman, G.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Wortsman, G

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.448172Z

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.

source=pdf_text observed=2026-08-15T19:58:48.185458Z digest=sha256:ee935585db3602cb24a71aa121b60197ff5379fff927af8c9786776214c38da5

Observation 1a11d985-6a45-497d-ad75-3137a2b409d4 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.433967Z

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.

source=pdf_text observed=2026-08-15T19:58:48.189565Z digest=sha256:a858030e78a8b635a022fb17ab8081432b8b53e997e7ead313720f1b41094d9a

Observation d34340f2-4cc7-4d0b-8077-e969786b1f7a · outbound

This paper cites Yadav, C.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Yadav, C

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.419021Z

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.

source=pdf_text observed=2026-08-15T19:58:48.193983Z digest=sha256:a6d86f579e95576a792159dc8e08f674d45e9ed7e319f4def690ac99a94af453

Observation fe2430d3-92c7-4d51-8aa6-58eff06ee523 · outbound

This paper cites Yadav, D.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Yadav, D

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.404458Z

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.

source=pdf_text observed=2026-08-15T19:58:48.198148Z digest=sha256:b81bbdd46b35a6c5094fbd5735917d39ebc0df81259245cd8061f832df00ac2c

Observation 00117e22-b20a-4743-8088-ebe0800c8acc · outbound

This paper cites Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T19:58:48.202324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:58:48.202324Z digest=sha256:0a75ae70e747e4cfc79de49c534c83091a782d3582d1748d7baddccbace67f2d

Observation 2d0ed009-191e-4d4a-b047-4312ef916727 · outbound

This paper cites Yang, W.-t.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Yang, W.-t

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.388561Z

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.

source=pdf_text observed=2026-08-15T19:58:48.206860Z digest=sha256:7f28a89db038784f1faa72898b9546b77ea25dc7bcd1aef6e2c2ccb65815964e

Observation cfc94818-883d-4332-8e8b-615e74af2901 · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.374304Z

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.

source=pdf_text observed=2026-08-15T19:58:48.210960Z digest=sha256:8ff2bba5c41190a9bb9c986092af1badcb85bd0d4aa4d1c6b9b8982fa916c2cf

Observation b7ff5475-2bbc-4a5d-8f54-f18ded4f2e34 · outbound

This paper cites Zhang, N.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Zhang, N

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.360412Z

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.

source=pdf_text observed=2026-08-15T19:58:48.215039Z digest=sha256:ff44d9c1a6605b428e6de2c33120e102e04907a13521ece984b9f21567960504

Observation 477db986-ce96-4a4e-84b4-ee2a8375e325 · outbound

This paper cites Zhang, J.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Zhang, J

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:58:48.346736Z

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.

source=pdf_text observed=2026-08-15T19:58:48.219392Z digest=sha256:071358a275b8e576bb4a19e9cbe5fd543cc23f672de036a2f468bff4fe01cef3

Observation 6b629286-6e3e-449f-ab1b-cbebb883a3cc · outbound

This paper cites an unresolved cited work.

From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:58:48.331737Z

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.

source=pdf_text observed=2026-08-15T19:58:48.223776Z digest=sha256:ca1d030cc5ffcea22e6e75ef317cd7e185324fb6683a7c337d743405135b9dc5

Pith citing papers

Observation 280baf4d-7d34-4999-8a9c-240772f633fe · inbound

Intrinsic Strain-Driven Topological Evolution in SrRuO3 via Flexural Strain Engineering cites this paper.

Intrinsic Strain-Driven Topological Evolution in SrRuO3 via Flexural Strain Engineering From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T17:34:48.033757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:34:48.033757Z digest=sha256:38bf4c1af51475b7a2722baa99bb31805e9e9d75ea24c95bd0f61fdeac379f0b

Observation 494394b3-1467-4e9f-b5e4-6f1ccd68891e · inbound

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss cites this paper.

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging

Reference 180

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T11:56:56.021856Z

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.

source=arxiv_source observed=2026-06-28T02:35:39.845487Z digest=sha256:83c80934db0cc5f8d685f4b91bb987bb8fa6e516a39822e4824877a2453521ec

Observation cca2cb2c-5734-4bc6-bdd3-a8292f594343 · inbound

Can Model Merging Improve Aggregation in DiLoCo? cites this paper.

Can Model Merging Improve Aggregation in DiLoCo? From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-12T05:28:12.811678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T05:28:12.811678Z digest=sha256:fac3a7e09ab85d959ffd03c5c0c8a628279834a2218e83791405115936b68e61

Observation 295c6de6-2825-41f3-a601-d3454334ba90 · inbound

Are we Merging the Right Models? Impact of Expert Training Duration on Model Merging for LLMs cites this paper.

Are we Merging the Right Models? Impact of Expert Training Duration on Model Merging for LLMs From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T06:50:46.438907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:50:46.438907Z digest=sha256:5923407272b0308caabd08a14cc90e93d529b1b7271a3fdd7ff43af9b7630d80