Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning | Paper Citation Record

Observation fecf09e9-5969-4f7e-bf2d-d734db82bb85 · outbound

This paper cites Mult: an end-to-end multitask learning transformer.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mult: an end-to-end multitask learning transformer

Reference 1

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Observation 4ce171c5-55b1-489f-bf0b-93d6a1fe8326 · outbound

This paper cites Stochastic filter groups for multi-task cnns: Learning specialist and gener- alist convolution kernels.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Stochastic filter groups for multi-task cnns: Learning specialist and gener- alist convolution kernels

Reference 2

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Observation 781e05b3-2753-423b-bf3d-c812e0ef5d9f · outbound

This paper cites Automated Search for Resource-Efficient Branched Multi-Task Networks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Automated Search for Resource-Efficient Branched Multi-Task Networks

Reference 4

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Observation 062bc205-5f6a-4c00-b9ae-4bc6f3972921 · outbound

This paper cites Multi-task learning for multi-objective evolutionary neural architecture search.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-task learning for multi-objective evolutionary neural architecture search

Reference 5

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Observation c814037d-3c1d-4800-a4c5-c637e019db2c · outbound

This paper cites Multitask learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multitask learning

Reference 6

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Observation f7629f9a-a29d-47bc-9f21-6d7e35c753dc · outbound

This paper cites Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Gradnorm: Gradient normalization for adaptive loss balancing in deep multitask networks

Reference 7

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Observation f251ddd1-8f31-4d54-8287-db81035d507b · outbound

This paper cites Just pick a sign: Optimizing deep multitask models with gra- dient sign dropout.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Just pick a sign: Optimizing deep multitask models with gra- dient sign dropout

Reference 8

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Observation 271a6ac8-cfd8-43a5-b202-a1900ac92752 · outbound

This paper cites Mod-squad: Designing mixtures of experts as modular multi-task learners.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mod-squad: Designing mixtures of experts as modular multi-task learners

Reference 9

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Observation 80058b8f-1dba-4fa1-a457-33252f403a32 · outbound

This paper cites Multi-Task Learning with Deep Neural Networks: A Survey.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-Task Learning with Deep Neural Networks: A Survey

Reference 10

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Observation e312c736-64f7-4f70-bcbb-99c8b1739038 · outbound

This paper cites Instance-aware se- mantic segmentation via multi-task network cascades.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Instance-aware se- mantic segmentation via multi-task network cascades

Reference 11

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Observation 78f7444d-0501-47ae-83fc-361f8ff61f02 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Imagenet: A large-scale hierarchical image database

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:48.777014Z

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Observation c1ba4ce6-f68f-40a8-ae16-0dcc16fcecff · outbound

This paper cites Multiple-gradient descent algorithm (mgda) for multiobjective optimization.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multiple-gradient descent algorithm (mgda) for multiobjective optimization

Reference 13

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Observation 8aa0341d-b011-49e0-ac54-d62edcb87143 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 14

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Observation 8e5222a8-b794-4e34-af9e-b3e5612ae5da · outbound

This paper cites Representation similar- ity analysis for efficient task taxonomy & transfer learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Representation similar- ity analysis for efficient task taxonomy & transfer learning

Reference 15

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Observation 21c91871-9fb6-497d-9cd5-11db67abaa2a · outbound

This paper cites Predicting depth, surface nor- mals and semantic labels with a common multi-scale con- volutional architecture.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Predicting depth, surface nor- mals and semantic labels with a common multi-scale con- volutional architecture

Reference 16

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Observation 1bb1cfdc-f3be-48fc-9250-cbe574e0f54f · outbound

This paper cites The pascal visual object classes challenge 2012 (voc2012) development kit.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning The pascal visual object classes challenge 2012 (voc2012) development kit

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:47.918033Z

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Observation 3ae8bae1-0345-4983-8602-646612e55f58 · outbound

This paper cites M 3vit: Mixture-of-experts vision transformer for efficient multi- task learning with model-accelerator co-design.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning M 3vit: Mixture-of-experts vision transformer for efficient multi- task learning with model-accelerator co-design

Reference 18

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Observation aa8e72a3-5413-4bd5-8498-4538cbde0eed · outbound

This paper cites PathNet: Evolution Channels Gradient Descent in Super Neural Networks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning PathNet: Evolution Channels Gradient Descent in Super Neural Networks

Reference 19

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Observation 55ffe5c8-fd40-40a0-9fe0-f630d4d7a200 · outbound

This paper cites Nddr-cnn: Layerwise feature fusing in multi-task cnns by neural discriminative dimensionality reduction.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Nddr-cnn: Layerwise feature fusing in multi-task cnns by neural discriminative dimensionality reduction

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:47.738040Z

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Observation 328cc590-f052-4edb-aded-2558016eca5a · outbound

This paper cites Mtl-nas: Task-agnostic neural architecture search towards general-purpose multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mtl-nas: Task-agnostic neural architecture search towards general-purpose multi-task learning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:47.478632Z

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Observation 6390a255-898d-405f-b071-1f50578df0a2 · outbound

This paper cites Recon: Reducing conflicting gradients from the root for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Recon: Reducing conflicting gradients from the root for multi-task learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:47.201119Z

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Observation 31949ec6-e944-4300-9505-72631582833f · outbound

This paper cites Dynamic task prioritization for multitask learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Dynamic task prioritization for multitask learning

Reference 23

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Observation 5b586913-eb12-47a9-98e7-bfbd92dfb6e4 · outbound

This paper cites Learn- ing to branch for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Learn- ing to branch for multi-task learning

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:47.015886Z

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Observation 7007754f-2ec5-4cb3-abae-d9597b560b02 · outbound

This paper cites Learn- ing to branch for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Learn- ing to branch for multi-task learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:46.811512Z

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Observation 41e9c13c-fd13-4b41-9188-f3e6db761062 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Lora: Low-rank adaptation of large language models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:46.713260Z

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Observation 40b64a45-bd0e-4aff-be0c-db1c058ef4cd · outbound

This paper cites Going beyond multi-task dense prediction with synergy em- bedding models.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Going beyond multi-task dense prediction with synergy em- bedding models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:46.613906Z

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Observation ada1e55c-6c7a-40ed-b5c7-a0907fbbcf0b · outbound

This paper cites RotoGrad: Gradient Homogenization in Multitask Learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning RotoGrad: Gradient Homogenization in Multitask Learning

Reference 28

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Observation 502fb8a2-ebe6-40e6-800c-033f6bd6f215 · outbound

This paper cites Quantifying task pri- ority for multi-task optimization.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Quantifying task pri- ority for multi-task optimization

Reference 29

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Observation 92a15a07-2a8a-4bc7-beb6-36fa4161daaa · outbound

This paper cites Selective Task Group Updates for Multi-Task Optimization.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Selective Task Group Updates for Multi-Task Optimization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:34.286201Z

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Observation e0749efc-7a4a-4f3c-86f2-1493cab64f1b · outbound

This paper cites Forkmerge: Mitigating negative transfer in auxiliary-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Forkmerge: Mitigating negative transfer in auxiliary-task learning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:46.206402Z

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Observation 24d4da77-9638-4616-a28a-7fd7021f617d · outbound

This paper cites Principal component anal- ysis: A review and recent developments.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Principal component anal- ysis: A review and recent developments

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:45.957099Z

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Observation 43b4b6af-e5b9-423f-873c-0b4a6334ed34 · outbound

This paper cites Multi-task learning using uncertainty to weigh losses for scene geome- try and semantics.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-task learning using uncertainty to weigh losses for scene geome- try and semantics

Reference 33

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Observation 7020b02c-f09a-44f4-bfc0-4b65d0e4a87f · outbound

This paper cites Evo- lutionary architecture search for deep multitask networks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Evo- lutionary architecture search for deep multitask networks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:45.775092Z

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Observation 4a0c7629-4be0-4e65-976b-52b455fe8688 · outbound

This paper cites Conflict-averse gradient descent for multi-task learn- ing.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Conflict-averse gradient descent for multi-task learn- ing

Reference 35

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Observation 8fd9ff9e-ca99-4f1a-835f-60ba30fa728c · outbound

This paper cites Famo: Fast adaptive multitask optimization.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Famo: Fast adaptive multitask optimization

Reference 36

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Observation fb01b006-a983-4f5c-a8a7-83bb4a82f424 · outbound

This paper cites Towards impartial multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Towards impartial multi-task learning

Reference 37

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Observation 01be7dfd-985a-44f4-ae07-7a4c96f7b208 · outbound

This paper cites End- to-end multi-task learning with attention.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning End- to-end multi-task learning with attention

Reference 38

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Observation d57134b6-bd90-4ef0-b56f-a2e30141bdb3 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Swin transformer: Hierarchical vision transformer using shifted windows

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:35.287041Z

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Observation a65ed0cb-76dc-42ac-aae5-0a0315da0c76 · outbound

This paper cites Fully-adaptive feature shar- ing in multi-task networks with applications in person at- tribute classification.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Fully-adaptive feature shar- ing in multi-task networks with applications in person at- tribute classification

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:44.563854Z

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Observation a34c10d1-8c33-4033-a004-39822818204e · outbound

This paper cites Modeling task relationships in multi-task learning with multi-gate mixture-of-experts.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Modeling task relationships in multi-task learning with multi-gate mixture-of-experts

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:35.441034Z

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Observation 98fbd9d7-b3e9-4909-adc3-55f9b66a5176 · outbound

This paper cites Attentive single-tasking of multiple tasks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Attentive single-tasking of multiple tasks

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:44.439519Z

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Observation a787a70f-02d7-436c-879d-f3080c931f82 · outbound

This paper cites The role of context for object detection and semantic segmentation in the wild.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning The role of context for object detection and semantic segmentation in the wild

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:35.607735Z

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Observation 6f9977dd-c985-4a50-9c98-ca0b78ac5fda · outbound

This paper cites Multimodal contrastive learn- ing with limoe: the language-image mixture of experts.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multimodal contrastive learn- ing with limoe: the language-image mixture of experts

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:44.237370Z

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Observation 5c2ef916-3732-4d8a-8444-c2fe7656f3e6 · outbound

This paper cites Multi-Task Learning as a Bargaining Game.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-Task Learning as a Bargaining Game

Reference 45

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Observation 6dd9ca90-b607-43e8-8346-9b6f91d8f335 · outbound

This paper cites What is being transferred in transfer learning? Advances in neural information processing systems , 33:512–523, 2020.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning What is being transferred in transfer learning? Advances in neural information processing systems , 33:512–523, 2020

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:44.014755Z

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Observation cd0f000a-516a-4889-b533-445f8385c292 · outbound

This paper cites Continual and Multi-Task Architecture Search.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Continual and Multi-Task Architecture Search

Reference 47

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Observation da61be4d-5d47-4736-a2fc-5eb3ae4fd660 · outbound

This paper cites Scaling vision with sparse mix- ture of experts.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Scaling vision with sparse mix- ture of experts

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:43.721845Z

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Observation 3fd05bf1-56f6-4acd-80ad-3727789be5da · outbound

This paper cites Multi-task learning as multi-objective optimization.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-task learning as multi-objective optimization

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:43.529171Z

Source-reported events for the cited work

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Observation 9a674533-8282-43d5-9997-5d25bd8048b6 · outbound

This paper cites Independent component alignment for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Independent component alignment for multi-task learning

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:43.215508Z

Source-reported events for the cited work

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Observation 9c8a074e-d57f-4d34-8396-c17399a594c8 · outbound

This paper cites Indoor segmentation and support inference from rgbd images.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Indoor segmentation and support inference from rgbd images

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:42.959890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f7bc6950-d762-4f85-b4b1-91c685c38310 · outbound

This paper cites One-shot neural architecture search for deep multi-task learning in computer vision, 2020.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning One-shot neural architecture search for deep multi-task learning in computer vision, 2020

Reference 52

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Observation dd7494ac-ae7d-42e1-b7e7-6cb833c42ac9 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 53

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Observation b2dc4f2a-1093-494d-b60d-e3fbf638ea9f · outbound

This paper cites Gradient adversarial training of neural networks.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Gradient adversarial training of neural networks

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:42.551703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e980d482-c870-425b-b834-4244c732c338 · outbound

This paper cites Task switching network for multi-task learn- ing.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Task switching network for multi-task learn- ing

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:42.309014Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 67394e19-30d7-41ce-af5c-3f2be19b2c8b · outbound

This paper cites Branched Multi-Task Networks: Deciding What Layers To Share.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Branched Multi-Task Networks: Deciding What Layers To Share

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:48:39.185135Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28a406ea-d2d0-4640-8161-f6d115e98168 · outbound

This paper cites Mti-net: Multi-scale task interaction networks for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mti-net: Multi-scale task interaction networks for multi-task learning

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:42.068353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8d16a64b-0a07-453b-a56f-191b8eb8ea8e · outbound

This paper cites Pyramid vision transformer: A versatile backbone for dense prediction without convolutions.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Pyramid vision transformer: A versatile backbone for dense prediction without convolutions

Reference 58

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Observation e18ffccc-cc9d-44c7-84aa-1bb21af7bc7b · outbound

This paper cites CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention

Reference 59

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Observation 913535d4-8906-4dbf-b644-9988673d876c · outbound

This paper cites Segformer: Simple and efficient design for semantic segmentation with transform- ers.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Segformer: Simple and efficient design for semantic segmentation with transform- ers

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:41.838741Z

Source-reported events for the cited work

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Observation 05e3e9f1-943a-4afa-bdeb-a041cdade615 · outbound

This paper cites Pad-net: Multi-tasks guided prediction-and-distillation net- work for simultaneous depth estimation and scene parsing.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Pad-net: Multi-tasks guided prediction-and-distillation net- work for simultaneous depth estimation and scene parsing

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:41.606439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f7fcbc18-4270-45a4-a582-d5f2604a1d53 · outbound

This paper cites Mtformer: Multi-task learn- ing via transformer and cross-task reasoning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mtformer: Multi-task learn- ing via transformer and cross-task reasoning

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:41.417387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f18c0010-f9fa-47b8-b651-af4f2b875a9b · outbound

This paper cites Multi-task learning with multi-query trans- former for dense prediction.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Multi-task learning with multi-query trans- former for dense prediction

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:41.135657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7fca0a7a-dc59-4eec-a708-9867c2828fab · outbound

This paper cites Demt: De- formable mixer transformer for multi-task learning of dense prediction.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Demt: De- formable mixer transformer for multi-task learning of dense prediction

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:40.822560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 11e92a37-aad1-48f9-a5f7-6c9e5cae0ffe · outbound

This paper cites Focal Self-attention for Local-Global Interactions in Vision Transformers.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Focal Self-attention for Local-Global Interactions in Vision Transformers

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:38.030618Z

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Observation 2e1d4645-e548-49e7-99a9-a46558994a44 · outbound

This paper cites Inverted pyramid multi-task trans- former for dense scene understanding.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Inverted pyramid multi-task trans- former for dense scene understanding

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:38.155006Z

Source-reported events for the cited work

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Observation 29ee07f6-4be9-4786-a623-fc009c317de8 · outbound

This paper cites Taskprompter: Spatial-channel multi-task prompting for dense scene understanding.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Taskprompter: Spatial-channel multi-task prompting for dense scene understanding

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:40.354497Z

Source-reported events for the cited work

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Observation 60517d35-9d75-41de-a6ab-3a962973cac4 · outbound

This paper cites Gradient surgery for multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Gradient surgery for multi-task learning

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:40.183323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8673fcda-e495-4afb-987a-029f101123e6 · outbound

This paper cites Taskonomy: Disentangling task transfer learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Taskonomy: Disentangling task transfer learning

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:39.989515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0620691-263f-49d0-9227-6f2bacb2b558 · outbound

This paper cites Mixture of Attention Heads: Selecting Attention Heads Per Token.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Mixture of Attention Heads: Selecting Attention Heads Per Token

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T18:48:38.748604Z

Source-reported events for the cited work

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Observation a70b8529-464f-4dcf-adbd-8a729a2d4d4b · outbound

This paper cites Facial landmark detection by deep multi-task learning.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Facial landmark detection by deep multi-task learning

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:48:39.702232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 427396f2-410a-43f5-bb85-290f1c047da9 · outbound

This paper cites Pattern-affinitive propagation across depth, surface normal and semantic segmentation.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning Pattern-affinitive propagation across depth, surface normal and semantic segmentation

Reference 72

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T18:48:39.470318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2fe39442-677e-4ae9-90f2-384e5dd3d5ad · outbound

This paper cites 2, 8, 12.

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning 2, 8, 12

Reference 530

Resolution: parse uncertain; raw_fallback, observed 2026-08-06T18:48:40.585241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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