Paper Citation Record · LEDGER

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

As of 22 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 10 inbound Pith citation observations for arXiv:2502.04959.

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

pith.paper-citation-record.v1
2502.04959 v3

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:55:14.242200Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:01:02.193574Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T23:39:03.956090Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy6
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b59706da-f8d3-4669-8378-5f6ef2863d4a · outbound

This paper cites We used ViT-B/16 model.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces We used ViT-B/16 model

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.419370Z

Source-reported events for the cited work

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

Observation 1d312822-01ae-4579-bd17-88d383740bdd · outbound

This paper cites A Hierarchical Singular Value Decomposition Algorithm for Low Rank Matrices.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces A Hierarchical Singular Value Decomposition Algorithm for Low Rank Matrices

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.217349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d55ea3-c1f6-4d6b-956f-709e321f0c11 · outbound

This paper cites We empirically assess the reduced interference of Iso-C compared to Task Arithmetic and analyze the impact of the scaling factor α on our approaches.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces We empirically assess the reduced interference of Iso-C compared to Task Arithmetic and analyze the impact of the scaling factor α on our approaches

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.442802Z

Source-reported events for the cited work

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

Observation 07f645e3-1f24-4d56-bcba-b5da6380a803 · outbound

This paper cites These methods were originally evaluated on checkpoints from Task Arithmetic (Ilharco et al.,.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces These methods were originally evaluated on checkpoints from Task Arithmetic (Ilharco et al.,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.430809Z

Source-reported events for the cited work

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

Observation 3fd1157b-ea5e-4ab8-a724-c247fcae858c · outbound

This paper cites Adarank: Adaptive rank pruning for enhanced model merging.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces Adarank: Adaptive rank pruning for enhanced model merging

Reference 1998

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.201667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54aebbf6-e2bb-42fa-bbb2-986e201fe3b7 · outbound

This paper cites Lecun, Y ., Bottou, L., Bengio, Y ., and Haffner, P.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces Lecun, Y ., Bottou, L., Bengio, Y ., and Haffner, P

Reference 2009

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.486296Z

Source-reported events for the cited work

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

Observation 91a506d8-5f46-4108-8afa-e3d8e9c63693 · outbound

This paper cites and Zisserman, A.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces and Zisserman, A

Reference 2011

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.475930Z

Source-reported events for the cited work

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

Observation 5718add0-c087-4b31-92f2-3e2fb04cb507 · outbound

This paper cites Layer Normalization.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces Layer Normalization

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.193957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation befca0fa-de13-4594-9dc7-7f0a29e17542 · outbound

This paper cites MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.221629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075aff62-1952-44f4-bea2-96c0b9cf2789 · outbound

This paper cites Deep Model Fusion: A Survey.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces Deep Model Fusion: A Survey

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.205607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 555c6d61-c4ee-4f7c-8ba8-8ef5fc235232 · outbound

This paper cites an unresolved cited work.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces Unresolved cited work

Reference 2022

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:55:14.464561Z

Source-reported events for the cited work

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

Observation dbd45e8f-4f08-467c-b082-4a78aa346a0b · outbound

This paper cites SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T20:55:14.209581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc61d1c0-55df-414b-829b-a1bf019a3b45 · outbound

This paper cites 1 from Gargiulo et al.

No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces 1 from Gargiulo et al

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:55:14.453474Z

Source-reported events for the cited work

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

Pith citing papers

Observation 31ea10b7-705c-4f55-a278-c3b39fbea348 · inbound

Task Vector Bases: A Unified and Scalable Framework for Compressed Task Arithmetic cites this paper.

Task Vector Bases: A Unified and Scalable Framework for Compressed Task Arithmetic No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T17:01:02.193574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e32f96df-2629-44dd-a2ea-f3c704102350 · inbound

Composable Cross-prompt Essay Scoring by Merging Models cites this paper.

Composable Cross-prompt Essay Scoring by Merging Models No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:33:46.138129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27fbb6e6-e2bb-4caa-9067-57aa33b9591e · inbound

Tensorized Clustered LoRA Merging for Multi-Task Interference cites this paper.

Tensorized Clustered LoRA Merging for Multi-Task Interference No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T01:01:50.012017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a76ae46d-fe03-4c6b-bc34-61347bd0e5ef · inbound

Model Unmerging: Making Your Models Unmergeable for Secure Model Sharing cites this paper.

Model Unmerging: Making Your Models Unmergeable for Secure Model Sharing No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T12:34:51.240438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84cf7589-7af5-4494-9015-535a8b0179a0 · inbound

Hierarchical Semantic Correlation-Aware Masked Autoencoder for Unsupervised Audio-Visual Representation Learning cites this paper.

Hierarchical Semantic Correlation-Aware Masked Autoencoder for Unsupervised Audio-Visual Representation Learning No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T10:41:51.251736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c6aac85-3f0e-4fcd-8851-bb472f773c6e · inbound

PivotMerge: Bridging Heterogeneous Multimodal Pre-training via Post-Alignment Model Merging cites this paper.

PivotMerge: Bridging Heterogeneous Multimodal Pre-training via Post-Alignment Model Merging No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T07:06:52.937020Z

Source-reported events for the cited work

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

Observation aa055dbe-b883-4197-ab77-e14c160a9db3 · inbound

Position: Zeroth-Order Optimization in Deep Learning Is Underexplored, Not Underpowered cites this paper.

Position: Zeroth-Order Optimization in Deep Learning Is Underexplored, Not Underpowered No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:23:44.546935Z

Source-reported events for the cited work

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

Observation 01206430-772b-4055-8bc1-c786dc3541b0 · inbound

ResMerge: Residual-based Spectral Merging of Large Language Models cites this paper.

ResMerge: Residual-based Spectral Merging of Large Language Models No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:46:19.463159Z

Source-reported events for the cited work

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

Observation 0a65a903-50f9-4c55-8a58-2ea871539ed6 · inbound

PACT: Preserving Anchored Cores in Task-vectors for Model Merging cites this paper.

PACT: Preserving Anchored Cores in Task-vectors for Model Merging No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:39:03.959461Z

Source-reported events for the cited work

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

Observation 8206e669-244d-4b77-9e50-797542331bc2 · inbound

DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation cites this paper.

DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T17:56:04.648089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.