Paper Citation Record · LEDGER

AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2205.12410.

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

pith.paper-citation-record.v1
2205.12410 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:05:18.346073Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:27:57.020173Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d1165e8e-882e-4a69-a7f0-0735500be25a · inbound

A Comprehensive Overview of Large Language Models cites this paper.

A Comprehensive Overview of Large Language Models AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 249

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:28:39.122768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2730690c-ab25-4847-94b4-84b721cbbce5 · inbound

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security cites this paper.

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 246

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T00:57:26.692236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68fe6b34-0487-495d-a519-d0be25cec916 · inbound

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey cites this paper.

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T11:32:37.076343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a0027120-8831-425d-8aba-4236dda0a342 · inbound

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026) cites this paper.

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026) AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 133

Resolution: verified exact; arxiv_id, observed 2026-05-23T05:52:37.662351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3e006d8-133f-4a32-8f27-dc6c2ae53af5 · inbound

Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN cites this paper.

Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:05:18.346073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74356825-c5d8-4ae4-92fc-f145cd119c30 · inbound

$\mu$-MoE: Test-Time Pruning as Micro-Grained Mixture-of-Experts cites this paper.

$\mu$-MoE: Test-Time Pruning as Micro-Grained Mixture-of-Experts AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:13.956079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7990c06a-efa4-4d54-95b0-227bd7fd8f16 · inbound

Improved Representation Steering for Language Models cites this paper.

Improved Representation Steering for Language Models AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T13:51:33.164981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab70a53-010a-4440-aa7a-6607e60ae327 · inbound

FLoE: Fisher-Based Layer Selection for Efficient Sparse Adaptation of Low-Rank Experts cites this paper.

FLoE: Fisher-Based Layer Selection for Efficient Sparse Adaptation of Low-Rank Experts AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.732927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da7fc3c7-e972-4460-a171-a32463387dcb · inbound

PrunePEFT: Iterative Hybrid Pruning for Parameter-Efficient Fine-tuning of LLMs cites this paper.

PrunePEFT: Iterative Hybrid Pruning for Parameter-Efficient Fine-tuning of LLMs AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:35:20.170246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 168a790a-c4ed-4e6a-961d-1617e1f53b99 · inbound

Learning Text Styles: A Study on Transfer, Attribution, and Verification cites this paper.

Learning Text Styles: A Study on Transfer, Attribution, and Verification AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 174

Resolution: unresolved; no resolver link, observed 2026-08-06T15:14:16.366054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0645af8c-2bc8-4eb0-981d-ed3fef437a2e · inbound

MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection cites this paper.

MoLEx: Mixture of LoRA Experts in Speech Self-Supervised Models for Audio Deepfake Detection AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T19:37:27.317674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa6c3589-33ad-4686-a331-10a5e0177250 · inbound

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks cites this paper.

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-03T09:01:34.032691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c361bd1b-30e1-4809-95b7-2f096aea6ffa · inbound

STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation cites this paper.

STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:51:07.093807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ff63dcdf-98f7-4c4a-964e-decc20a1c028 · inbound

5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning cites this paper.

5% > 100%: Flatness Preference is All You Need for Multimodal Parameter-Efficient Fine-Tuning AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T04:17:37.166852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6aa5e70b-6443-433d-a4af-efe2a8a7c24c · inbound

Substrate Asymmetry in User-Side Memory: A Diagnostic Framework cites this paper.

Substrate Asymmetry in User-Side Memory: A Diagnostic Framework AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 68

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:27:57.021756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 37f4193c-016c-4d34-83f9-4c05d367ca8c · inbound

LAARA: Layer-Aware Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning cites this paper.

LAARA: Layer-Aware Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-02T09:01:52.476459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4016ea53-ac20-4bea-8ce6-d3952f63d6dd · inbound

Unified Semantic Modeling Framework for Large-Scale Job Understanding at LinkedIn cites this paper.

Unified Semantic Modeling Framework for Large-Scale Job Understanding at LinkedIn AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T10:31:28.193720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.