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Paper Citation Record · LEDGER

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training

As of 13 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2507.07778.

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

pith.paper-citation-record.v1
2507.07778 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:38:53.583906Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

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  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d809b86-23ad-4ca8-96cf-3e927d3e13e5 · outbound

This paper cites Multitask learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multitask learning

Reference 1

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Observation 4d5d76a1-a6a1-4ef2-b970-a2e4ca64bff3 · outbound

This paper cites Improved test-time adaptation for domain generalization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Improved test-time adaptation for domain generalization

Reference 2

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Source-reported events for the cited work

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Observation 3e00d09e-6d2e-4524-8540-a2f3f82430d7 · outbound

This paper cites A multi-task mean teacher for semi-supervised shadow detection.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training A multi-task mean teacher for semi-supervised shadow detection

Reference 3

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Observation a025f0ae-6b06-4e1e-8c57-2138bb1690dd · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Mod-squad: Designing mixtures of experts as modular multi- task learners

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a157235e-d011-4c11-b4fe-99fdc39ffff7 · outbound

This paper cites Test-time linear out-of-distribution detection.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Test-time linear out-of-distribution detection

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e733ed35-600f-4431-bc74-118f62ed4910 · outbound

This paper cites M3vit: Mixture-of-experts vision transformer for efficient multi-task learning with model-accelerator co-design.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training M3vit: Mixture-of-experts vision transformer for efficient multi-task learning with model-accelerator co-design

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e4529ca4-56e7-4341-a0eb-68c5d420313a · outbound

This paper cites Test-time training with masked autoencoders.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Test-time training with masked autoencoders

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation eed839d8-68d0-454f-896d-130a474bfd8d · outbound

This paper cites Clust3: Information invariant test-time training.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Clust3: Information invariant test-time training

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:47.908089Z digest=sha256:64942bc95539ea768e34013183e1529dcfe5f02e56930a111e6075460631af83

Observation f8a00dec-d8aa-4566-b177-6b99a7e9e18b · outbound

This paper cites Deep residual learning for image recognition.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Deep residual learning for image recognition

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e1c25ca2-22b5-4734-aaa6-88792fd47db2 · outbound

This paper cites Masked autoencoders are scalable vision learners.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Masked autoencoders are scalable vision learners

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f0f9bc0a-3d9e-46ee-8521-0f549882a828 · outbound

This paper cites Denoising diffu- sion probabilistic models.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Denoising diffu- sion probabilistic models

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 89de2d08-287f-445f-8194-b1c33ae22cde · outbound

This paper cites Partly supervised multi-task learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Partly supervised multi-task learning

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 6874202d-c0a8-42d1-a80f-75bd2b5adffa · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Going beyond multi-task dense prediction with synergy em- bedding models

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d665af6e-1789-46a0-ab70-d3bc502c848f · outbound

This paper cites Semi- supervised multi-task learning with chest x-ray images.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Semi- supervised multi-task learning with chest x-ray images

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:48.606580Z digest=sha256:d0c2d2847a0ecc27deb09158aaef496b9437203261ca31f8c7a4f5400e230e10

Observation 3f941bd1-fc0b-4cc5-a26a-c6e5120a1248 · outbound

This paper cites Test-time classifier adjustment module for model-agnostic domain generalization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Test-time classifier adjustment module for model-agnostic domain generalization

Reference 15

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation c097d0f6-af2c-4708-b85a-70d8fe4109a6 · outbound

This paper cites Quantifying task priority for multi-task optimization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Quantifying task priority for multi-task optimization

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 3075e45e-c733-40d9-ac80-c7c50a09bea1 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Selective Task Group Updates for Multi-Task Optimization

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 778a0aab-3a31-4e46-960c-4eb1f7d98be3 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multi-task learning using uncertainty to weigh losses for scene geometry and semantics

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 9222bc28-587c-4919-9ca1-fe4dc3682620 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Adam: A Method for Stochastic Optimization

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 304d602c-b3a9-48f1-9529-68fd2d966290 · outbound

This paper cites Multi-task semi-supervised ad- versarial autoencoding for speech emotion recognition.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multi-task semi-supervised ad- versarial autoencoding for speech emotion recognition

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a99bf84a-20e1-4d62-bd11-a5a7558757f5 · outbound

This paper cites BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7770544d-1836-40bb-8e7b-280a0437bf69 · outbound

This paper cites Learning multiple dense prediction tasks from partially annotated data.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Learning multiple dense prediction tasks from partially annotated data

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 826c7b5a-3cce-43ae-b793-38249e3e0b89 · outbound

This paper cites On the robustness of open-world test-time training: Self-training with dynamic prototype expansion.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training On the robustness of open-world test-time training: Self-training with dynamic prototype expansion

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d42e82a9-91d1-44e4-adf7-ecb5e178061c · outbound

This paper cites A comprehensive survey on test-time adaptation under distribution shifts.International Journal of Computer Vision, pages 1–34, 2024.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training A comprehensive survey on test-time adaptation under distribution shifts.International Journal of Computer Vision, pages 1–34, 2024

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 5183ec9a-84a7-486f-96a9-4c757ec64ebb · outbound

This paper cites Auxiliary Tasks in Multi-task Learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Auxiliary Tasks in Multi-task Learning

Reference 25

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Source-reported events for the cited work

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Observation 14e10777-bb40-420d-9c43-27b7ec55ef4e · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Conflict-averse gradient descent for multi-task learn- ing

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 15f052a7-a392-4197-8423-31f69e4cbad7 · outbound

This paper cites Famo: Fast adaptive multitask optimization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Famo: Fast adaptive multitask optimization

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation ed625a85-0e28-4eba-8c27-c37ce8798f33 · outbound

This paper cites Semi- supervised multitask learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Semi- supervised multitask learning

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation deae54bf-9e96-4140-9678-42f3844d3923 · outbound

This paper cites Ttt++: When does self-supervised test-time training fail or thrive? Advances in Neural Information Processing Systems , 34: 21808–21820, 2021.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Ttt++: When does self-supervised test-time training fail or thrive? Advances in Neural Information Processing Systems , 34: 21808–21820, 2021

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 4c91f353-7c2f-4455-9c8d-139a30e8b394 · outbound

This paper cites Taskology: Utilizing task relations at scale.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Taskology: Utilizing task relations at scale

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation fb4b0d2b-5c9a-405f-9cc7-1cb373f0eaf0 · outbound

This paper cites Attentive single-tasking of multiple tasks.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Attentive single-tasking of multiple tasks

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation b12dca5c-d443-4d6e-bd8b-bfb0e555343a · outbound

This paper cites Act- mad: Activation matching to align distributions for test- time-training.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Act- mad: Activation matching to align distributions for test- time-training

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation e6271da4-f5f3-4317-b92c-2971ff4dfc82 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training The role of context for object detection and semantic segmentation in the wild

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d7d73363-7163-40f6-9adc-0ebd087f9e58 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multimodal contrastive learning with limoe: the language-image mixture of experts

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:58.834591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:50.635530Z digest=sha256:4ada1223d04a62241554d363afe21199a3337bab72ecd567e807f95907adad2d

Observation 8e7df026-1ebd-4a3a-b7dd-49624783a986 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multi-Task Learning as a Bargaining Game

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:50.707754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:50.707754Z digest=sha256:8c89450c7c04c17854860be5350e579080189e05cbb4a7dfcbd28f536a62cb84

Observation 0315b9cc-65ad-4efa-9732-837cc9daf306 · outbound

This paper cites Tipi: Test time adaptation with transformation invariance.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Tipi: Test time adaptation with transformation invariance

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:58.576053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:50.809357Z digest=sha256:a4d7e2c98e022ce8685d3813066f6db06642cdf12436de6056aceb555b49c829

Observation 643cac10-e895-4ca1-80a6-61cb692e4cd9 · outbound

This paper cites Joint-task regularization for partially labeled multi-task learn- ing.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Joint-task regularization for partially labeled multi-task learn- ing

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:58.309676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:50.906920Z digest=sha256:5376a1320d9eaccb0032bf36a05d29f809d60226b6c451711c1837c2a972d3bf

Observation 4e8dd03e-a4cc-4323-8069-d785c1f03b83 · outbound

This paper cites Tttflow: Unsupervised test-time training with normalizing flow.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Tttflow: Unsupervised test-time training with normalizing flow

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:58.070791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.004060Z digest=sha256:95bde5d779f9ca6fac8748638727d15e37b722380f18267ae005768a943f2ad8

Observation a90a0da1-5d84-4d2c-a269-8562b5aa75bf · outbound

This paper cites Nc-ttt: A noise constrastive approach for test-time training.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Nc-ttt: A noise constrastive approach for test-time training

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:57.848115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.136114Z digest=sha256:9eb0ce7868bbae412daa4e9d2b91068086fe780ab5c6827767b0ae8580c3341d

Observation b3a2ab66-991b-46cc-b341-aac9ee888055 · outbound

This paper cites Variational inference with normalizing flows.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Variational inference with normalizing flows

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:57.558286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.291776Z digest=sha256:54d6eb1bf7ca376d180146188a61a1101b67b3e65a2898f2f46ddc071d0d3712

Observation f7b77feb-d474-48c9-8111-e7b6762ba1a7 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Scaling vision with sparse mix- ture of experts

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:57.344215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.428432Z digest=sha256:a850a5c535cb74481f5d1a0b0d6b9a14f18971a4867411d04344e4b083efd751

Observation 1e48d4f8-00d6-41e6-9ce7-31e20582caf2 · outbound

This paper cites Learning to relate depth and semantics for unsuper- vised domain adaptation.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Learning to relate depth and semantics for unsuper- vised domain adaptation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:57.181549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.600192Z digest=sha256:5ccbfb740d055b55c3252bcd87149a34a9c959cd4d379661184ec16166b1481d

Observation 94610698-cbfd-46b6-a075-9e27455edafa · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Independent component alignment for multi- task learning

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:56.978033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.719465Z digest=sha256:04658de2fefd715b6eddf3a2cc4760c5c2d6032041cd9a28578efc2383e9c7fc

Observation ad582142-bd44-40a2-8360-f56ecc0b5d2e · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Indoor segmentation and support inference from rgbd images

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:56.737412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.831489Z digest=sha256:07ad107fb49087740e9c2782b73a1770f50e7c94b8f0f35acd7781d0b383b763

Observation a6aa6ffd-9182-4457-a1b4-1fa7fce8df93 · outbound

This paper cites Revisiting realistic test-time training: Sequential inference and adaptation by anchored clustering.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Revisiting realistic test-time training: Sequential inference and adaptation by anchored clustering

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:56.558005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:51.888025Z digest=sha256:b4f0c3af18c562503e87fac946927e971929cf9381873e41e34f512dd407ab7b

Observation db359802-c197-4bf6-9532-cfa503958dd6 · outbound

This paper cites Test-time training with self- supervision for generalization under distribution shifts.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Test-time training with self- supervision for generalization under distribution shifts

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:51.944853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:51.944853Z digest=sha256:1d5bca0bcf599be7a147ce6b77af7b044a4c771f42f319d77ee849349c23c5f5

Observation f61acebb-72d5-4905-b21a-7551c412dcf1 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Mti-net: Multi-scale task interaction networks for multi-task learning

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:56.214106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.106196Z digest=sha256:a54f5e7409e24d381afcbd2c573578cb3ba49c2c8a9f1e5a509af80396d8d813

Observation 65b903fd-134b-47ad-b720-c52591d95c9c · outbound

This paper cites On the road to online adaptation for semantic image segmentation.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training On the road to online adaptation for semantic image segmentation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.989299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.243092Z digest=sha256:cb1ab72969a4068aaf56d368e0db8b109ccaf01f8d11a193f1d1fa1fea2630b5

Observation 83f5b8c5-11d3-4563-ad52-e7eaaf710d15 · outbound

This paper cites Tent: Fully Test-time Adaptation by Entropy Minimization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Tent: Fully Test-time Adaptation by Entropy Minimization

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:52.309385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:52.309385Z digest=sha256:168c46bd7970f7eeee69762a26f7308d3c8a6eacc7f5af0e86b34beaea41cf91

Observation 87420f20-dc33-47e8-a304-c209fa942502 · outbound

This paper cites Semi-supervised multi- task learning with task regularizations.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Semi-supervised multi- task learning with task regularizations

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.826845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.373776Z digest=sha256:a139a850cbe0e73ec8573276b52369ca47733592ca4a1ddac7fba30e900459b1

Observation 084e40ec-c9b8-4ea1-a276-5a521b851cc9 · outbound

This paper cites Continual test-time domain adaptation.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Continual test-time domain adaptation

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:52.444030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:52.444030Z digest=sha256:9ff0772b68c45b21af4e7b974a34a01d414f1f3a625378dc2a044743b3a27b08

Observation a220e8e5-a3b7-442b-9d5e-959cc361a244 · outbound

This paper cites Semi-supervised multi- task learning for semantics and depth.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Semi-supervised multi- task learning for semantics and depth

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.688655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.493493Z digest=sha256:53c57fb0c18a7eaba53a7a98c27c70708956817bf62775826646f4ffa2f8ca2c

Observation 56b7fcbd-6905-4cf7-9fcb-6c71440b5497 · outbound

This paper cites Multi-task dense prediction via mixture of low-rank experts.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Multi-task dense prediction via mixture of low-rank experts

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.570315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.555795Z digest=sha256:30bcdc842d20e8218fa3dc172f4e99fa923c05f1e824a30acdada341ae5497ff

Observation a3c7fadd-44fe-49b4-98bf-1b4296872c58 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Inverted pyramid multi-task trans- former for dense scene understanding

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.395385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.616665Z digest=sha256:6a3665eb43cf851b5c122a35adcbee64508805c43fa93493146f0f4d9d206325

Observation aa4006ad-b9fe-4a1e-8ca4-8f58b451c164 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Taskprompter: Spatial-channel multi-task prompting for dense scene understanding

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:55.186004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.677266Z digest=sha256:cde4a0c4431e438676a4b47af69ea73cfc96fc380ce6cc1e4166cea38f4a6874

Observation 4e1c9ab8-d3cf-4f32-8657-174b09302f18 · outbound

This paper cites Diffusionmtl: Learning multi- task denoising diffusion model from partially annotated data.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Diffusionmtl: Learning multi- task denoising diffusion model from partially annotated data

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.963385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.758255Z digest=sha256:acb1533e3df7a964320a8aa1665db91f93a23598f4d431315ee504a809d2e9eb

Observation e1388c77-53c7-4df2-a26b-7633909f5f0d · outbound

This paper cites Gradient surgery for multi- task learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Gradient surgery for multi- task learning

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.691087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.839165Z digest=sha256:97476c8141e8ce0fb87c4601fecd0c07062a1d41514dd0572809fc3958340163

Observation 18daf638-03d2-4c67-a571-bf861cd3de07 · outbound

This paper cites Taskonomy: Disentangling task transfer learning.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Taskonomy: Disentangling task transfer learning

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.484645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.909858Z digest=sha256:c6e2b67486716253f180f15efb58520f86c91a0466b514bb4c2e8fd6a682083a

Observation ee04124e-957d-417c-9ad9-5795903735b9 · outbound

This paper cites Robust learning through cross-task consistency.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Robust learning through cross-task consistency

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.335275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:53.032326Z digest=sha256:b17835b2a981cc3723dbc6ef36fc2b21169b36c95cc20e440bc3faec1958459a

Observation a8d25633-0444-4462-b94a-7e374b6b9b07 · outbound

This paper cites Generaliz- able model-agnostic semantic segmentation via target-specific normalization.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Generaliz- able model-agnostic semantic segmentation via target-specific normalization

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.181724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:53.185572Z digest=sha256:70f3f757ed9a8a672804614349f78b89a43472d026b6e104019e1362f6f0e548

Observation 89e829d2-9a93-4075-bffb-9877a06fc1a7 · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Mixture of Attention Heads: Selecting Attention Heads Per Token

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T18:38:53.389688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:38:53.389688Z digest=sha256:86766343587460dd1a1d32362d02009be5f3914850fa2e7228a25f4489890471

Observation f9f007e1-71a4-4ecc-a393-9c2b73f5b9ff · outbound

This paper cites Semi-supervised multi-task regression.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Semi-supervised multi-task regression

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:54.037645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:53.509336Z digest=sha256:d08032d62f7f09f407613e5538e24dfd31daea4e8aadb89cb53e3c54fd0c41cf

Observation 58e56b00-6649-425f-b8ea-7809510308bf · outbound

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

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training Pattern-affinitive propagation across depth, surface normal and semantic segmentation

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:53.866448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:53.583906Z digest=sha256:a094754d27cc8790a53bd409eab4e8a4d6c82fc8c93fef8a74e283461c6914cc

Observation d76c0b2a-b596-448b-a865-58978822dd3e · outbound

This paper cites 1, 2, 5, 6, 13, 14.

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training 1, 2, 5, 6, 13, 14

Reference 9248

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:38:56.403603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T18:38:52.008902Z digest=sha256:1f62483ccbe273a2abdd60eaaff0a89151f3adff9362a19c340f58eb52d53b24

Pith citing papers

No inbound Pith citation observations are available.