Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T16:25:10.761237Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2604.12303.
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 2026-05-10T16:25:10.761237Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T05:01:36.604126Z
A source-named dated measurement, never combined with another source.
Source: cited_works
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0502f3a0-24df-4d03-b790-ec91e809c191 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ea018fe2-c24d-4476-bff1-f85d961d6e32 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Reinforced active learning for image segmentation
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87e43aa0-b2fc-4bd3-83fa-4693fddb6401 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Learning how to Active Learn: A Deep Reinforcement Learning Approach
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f9e66b1f-2a7e-4a18-84b4-4eb33564e7f5 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Identity mappings in deep residual net- works
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7308c097-7b68-44e3-936f-bd73cfd9b0a5 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Identifying medical diag- noses and treatable diseases by image-based deep learning.cell, 172(5):1122–1131
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1a581e66-c1d2-4e99-b712-f928ff71a2db · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Active Learning by Acquiring Contrastive Examples
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 24e27e90-f082-489f-975e-cc1c46f2023d · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Playing Atari with Deep Reinforcement Learning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7078b927-198a-4bca-9825-e6a979687f00 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Compute-Efficient Active Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0e0f674c-2b24-4f8f-a175-481e364cc434 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 748bae62-d40b-430f-93e7-a5f91b339723 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Active Learning for Convolutional Neural Networks: A Core-Set Approach
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5a23f5c1-2aa4-4e18-9d07-92ab45bfbc03 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Deep Active Learning for Named Entity Recognition
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f5176a25-076a-4412-bef1-622fd77253ac · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2d8acea0-a423-4d0f-ab6e-aa85ef0d8559 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning An Empirical Study of Example Forgetting during Deep Neural Network Learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9d94c331-1621-450c-919b-b18760537cf2 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6359bec3-54e0-4c76-ade5-93c5831177f5 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Cold-start Active Learning through Self-supervised Language Modeling
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 16be82e5-f7dc-4a20-8e33-4f7d6a6156d8 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Multiple-criteria Based Active Learning with Fixed-size Determinantal Point Processes
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 371c613b-ee58-4fb5-bd72-44a1d07dd507 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Algorithm Selection for Deep Active Learning with Imbalanced Datasets
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4e39901d-cae3-43f4-a83d-7add4bb0de8a · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning As illustrated in Section 4.2, we clustered labeled set into{L m}M m=1 and unlabeled set into{U c}C c=1 to formulate state space of RL
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 85617be7-117a-49e0-87c1-b79227e1eccb · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 548afe68-1710-4fa6-9786-3299426a9ed3 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Model Details.Following the setting of Zhan et al
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d61832ec-5668-48c7-bb79-5bddb25a8eef · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning After 20 epochs, only the gradient from the classification loss is back-propagated through the target model
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c14d607f-0588-4493-a3aa-811ca78ae116 · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cda83456-329b-4436-8f82-4a7a240b46db · outbound
Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bb3142aa-b791-45a9-88a4-010f8397eef7 · inbound
Active few-shot segmentation by reinforcing data selection Labeled TrustSet Guided: Batch Active Learning with Reinforcement Learning
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.