Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T08:07:09.574681Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2412.19098.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T08:07:09.574681Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:20.895955Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T15:42:25.988601Z
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5c0d3618-165b-415f-a98a-6e37ae0b9961 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Multitask learning
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 42972add-de58-4d34-8f96-d34ca5d952e2 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation S em E val-2017 task 1: Semantic textual similarity multilingual and crosslingual focused evaluation
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 59ec2e81-6a2c-47ee-be65-32cf353dea06 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Similarity and matching of neural network representations
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 37b5b3e0-a835-4a93-95ba-f55a2c3b32b7 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Model breadcrumbs: Scaling multi-task model merging with sparse masks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6e315742-f885-4ebd-a0a7-debd6242014e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1b445f5a-54c6-4fe0-8bfd-780effa7b6af · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Imagenet: A large-scale hierarchical image database
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b23136c4-3797-4a1f-9f03-5f93aa275254 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Automatically constructing a corpus of sentential paraphrases
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f53501fc-e5da-4916-81a1-1e6eacedfd87 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Parameter competition balancing for model merging
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 425e1c4a-66a7-46af-acf3-672b8782a7a2 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Task singular vectors: Reducing task interference in model merging
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 290655a1-6092-42bd-94ea-7620a2c40d8c · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation The third pascal recognizing textual entailment challenge
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e2598f84-86c6-4cea-8b7d-f5f5ace0889a · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Deep residual learning for image recognition
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 98f8f421-efdd-44d4-9308-fab87bccb91c · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Benchmarking neural network robustness to common corruptions and perturbations
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a0027913-3644-4a9f-a208-25c25513025d · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Revisiting scalarization in multi-task learning: A theoretical perspective
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c0d3e910-5262-456d-b4c0-fb7d4defc901 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Emr-merging: Tuning-free high-performance model merging
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8bbb8108-04c7-41fb-b1c4-ca656e9d2720 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Patching open-vocabulary models by interpolating weights
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4218a0e0-dd86-4e21-b02d-140c3f5f30dd · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Editing models with task arithmetic
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a49c21e8-abfb-4f70-975f-45047b61d33e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation First quora dataset release: Question pairs
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b2279bb1-5d33-468b-be00-0c540709331b · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Fine-tuning attention modules only: Enhancing weight disentanglement in task arithmetic
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2ba88148-3dec-439e-84fd-f341bc708b3e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Multi-task learning using uncertainty to weigh losses for scene geometry and semantics
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9bbe592b-c5c5-488a-8003-49189400015e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Adam: A method for stochastic optimization
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5dab0b3c-6cb4-4ba5-808e-cea9478474e2 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Overcoming catastrophic forgetting in neural networks
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e5d29ffb-1088-48b6-9562-1c61fcb276be · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Pseudo-label: The simple and efficient semi-supervised learning method for deep neural networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0aa623a7-b0fa-4572-825a-7145f915e49a · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation da321228-667a-48ea-8b90-8e050e8aa6ef · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation No task left behind: Isotropic model merging with common and task-specific subspaces
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d61530d8-8381-426c-8160-d5e0b5330a67 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Magmax: Leveraging model merging for seamless continual learning
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 33f019c1-cb3f-436f-a31e-0b3e597042aa · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Cross-stitch networks for multi-task learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bde0b842-9a5c-4c18-b4b0-7d879e27b7d4 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Reading digits in natural images with unsupervised feature learning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5538999e-d1aa-4238-91b5-1be6c95734ba · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Towards calibrated robust fine-tuning of vision-language models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d9997cb4-5fd9-465c-89c4-cb6c27254546 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Dawin: Training-free dynamic weight interpolation for robust adaptation
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation baf03a84-0001-4d6c-bd67-d4713c7e9637 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Task arithmetic in the tangent space: Improved editing of pre-trained models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 38c5e189-466e-4fab-845d-865b7dfb8a01 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Learning transferable visual models from natural language supervision
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 93bea45f-e468-4d3e-9e03-acd53386963b · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation SQ u AD : 100,000+ questions for machine comprehension of text
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f329c5ed-8ce1-4dc4-93af-34926ffe3153 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Indoor segmentation and support inference from rgbd images
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5626e355-70a2-40ec-9623-85c58760ab0f · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Recursive deep models for semantic compositionality over a sentiment treebank
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 434921f2-ff11-4bbd-ba8a-e608e53bfbc1 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation The german traffic sign recognition benchmark: a multi-class classification competition
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 13ad4411-434e-4dc7-907a-88749f4fb26c · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Fusionbench: A comprehensive benchmark of deep model fusion
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e58d3c02-d8eb-470c-99b5-adb7a122637c · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Merging multi-task models via weight-ensembling mixture of experts
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c2bebd73-d722-4c22-82b1-dec9d5eeca99 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Glue: A multi-task benchmark and analysis platform for natural language understanding
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b369c60c-ac16-43ea-b58a-8512e947cb7e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Localizing task information for improved model merging and compression
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 48849129-dabc-4f80-af6e-244697107ec3 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Lines: Post-training layer scaling prevents forgetting and enhances model merging
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f91be1db-6d77-4cd6-8881-c61d9eef8370 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Neural network acceptability judgments
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 004a9d51-2ef1-419b-b7eb-d07ba4ff6c25 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Representation surgery in model merging with probabilistic modeling
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 77b1b4b3-2142-4bdb-97c9-2867271e189f · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 90e9b1ce-7544-4e7e-ada9-6a978d4b1cfb · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d0a97d84-4878-44ff-9e1c-150921bdbf3b · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Robust fine-tuning of zero-shot models
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 86aafaa5-21d0-4ab6-a9c6-13f379638d3e · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Scalable model merging with progressive layer-wise distillation
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 34f540c9-dfd0-4f4b-b29f-06291f923623 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Ties-merging: Resolving interference when merging models
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6b4e472b-3d9f-4597-b080-2be8a6c06e66 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Representation surgery for multi-task model merging
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 80f991a5-dc83-44f7-b867-1c17a85b09ba · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Adamerging: Adaptive model merging for multi-task learning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1b676484-d1f9-4659-b889-0ce6c9e74907 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Language models are super mario: Absorbing abilities from homologous models as a free lunch
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 849e39f3-27dd-48c9-a47a-b3520b8a452c · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Gradient surgery for multi-task learning
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c450277d-1634-4934-b990-dfb431fc8d86 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Free-merging: Fourier transform for efficient model merging
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a250c8b-f079-4e1a-a4b8-0ce34ef54247 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation On the emergence of cross-task linearity in the pretraining-finetuning paradigm
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 836ee192-0162-4dc9-af63-d633f26d0585 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation write newline
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ea10ab4d-5d6e-45b8-bff7-2499a35b0e00 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation @esa (Ref
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c738aa8e-6b1c-4d2c-b24c-6faf282d795f · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2c98d765-267c-49bf-9101-c7b811d27da8 · outbound
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation Most results are obtained on an NVIDIA RTX 4090 GPU, while experiments involving ViT-L/14 are performed on an NVIDIA RTX A6000 GPU
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bbf018a9-c097-4be0-9c40-6836b3cc0816 · inbound
Local Mixtures of Experts: Essentially Free Test-Time Training via Model Merging SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.