Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:06:56.923263Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2505.22813.
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 2026-08-07T13:06:56.923263Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T08:34:18.117267Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T08:53:16.474661Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8167c959-9787-4025-bda9-9b16f546a73c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Deep Learning Scaling is Predictable, Empirically
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b05c566-49f5-47f2-8998-b478016ef26b · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Ahmad and G
Reference 2
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 3d6757ba-9d7c-4604-8c25-0a47ef5fb298 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3ec6ece-31e3-4312-81df-f4f6c806f8d6 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Althnian, D
Reference 4
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 ff8ca517-ba4c-4a01-8dc4-2717aae98264 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Broken Neural Scaling Laws
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a1e2714-9ecc-4063-8f47-36219e1414ea · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property GPT-4 Technical Report
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3b9418c-d709-4420-b2c3-3bafe92db07d · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Unresolved cited work
Reference 7
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 373e7a40-31f3-4bff-9395-9404b358661c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Explaining Neural Scaling Laws
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cce0274-4132-4d29-be3c-11cb913f1980 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property A Solvable Model of Neural Scaling Laws
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f59c1941-ee38-4b8d-ad20-1864b8a6bdf0 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property The Quantization Model of Neural Scaling
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27451594-2771-4a11-b3df-fa618f815306 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Unraveling the Mystery of Scaling Laws: Part I
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90914745-586f-4063-910d-eff13b62a316 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Neural Scaling Laws From Large-N Field Theory: Solvable Model Beyond the Ridgeless Limit
Reference 12
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 9a8e5cdd-6d41-4973-a188-fbe1920d1554 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property A Dynamical Model of Neural Scaling Laws
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e62dd12-074c-4946-979d-272858aa610c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Scaling and renormalization in high-dimensional regression
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef112014-aace-4ede-bb9c-ed9750e81fc7 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property A Simple Model of Inference Scaling Laws
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32951d2c-0513-49bf-a461-e51d41d38fe3 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Neural Scaling Laws Rooted in the Data Distribution
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02aec84f-5a22-4be7-81e1-0db5f36b7657 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Riley,Three pitfalls to avoid in machine learning,Nature572(2019) 27
Reference 17
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 9a3416b9-6d04-426e-aa41-2188050a9596 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Beyond Size and Class Balance: Alpha as a New Dataset Quality Metric for Deep Learning
Reference 18
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 0e4286a6-033d-4637-a851-f2c8f97383d3 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Leinster and C
Reference 19
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 f63b2f26-76c5-4238-a867-a3fb65102308 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property How to partition diversity
Reference 20
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 3f47c544-c657-4a48-99fc-d904eac9b3d9 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Entropy and Diversity: The Axiomatic Approach
Reference 21
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 80f0ea66-e487-432e-bde6-112df9a7f41b · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Bayesian Active Learning for Classification and Preference Learning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a4c1a5e-c6d3-407e-b380-4adbc0e309a2 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Deep Bayesian Active Learning with Image Data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d470663-ae97-4c76-b8d2-f283eb0073bc · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property A Survey of Deep Active Learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8605f56d-e0fa-4e91-a94b-3fa5fe46b224 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Deep Bayesian Active-Learning-to-Rank for Endoscopic Image Data
Reference 25
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 1a305f79-aaaf-46d2-9aa7-f99f4fb2c1c5 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 620ec1c4-e7b2-443d-9355-f94784f4581a · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Unifying Approaches in Active Learning and Active Sampling via Fisher Information and Information-Theoretic Quantities
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22a7eac7-3664-4050-9d30-d3baa2c4adcb · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 819d3633-5096-4c5f-ad39-fca053267a52 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data
Reference 29
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 fe8cad30-c519-4437-95b6-4347639d9618 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Sparse inference and active learning of stochastic differential equations from data
Reference 30
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 cf735149-6eed-448e-90fa-ce3e0016a7a2 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Bayesian Active Learning with Fully Bayesian Gaussian Processes
Reference 31
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 05725506-907f-4e85-be30-f096ed1a5f1c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning
Reference 32
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 4e325200-6cbc-45e9-90e5-b643f57e7ef0 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Using Sum-Product Networks to Assess Uncertainty in Deep Active Learning
Reference 33
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 242bb0a0-ca81-4d4e-b907-0523fddecb9e · outbound
Reference 34
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 6766508b-6177-496f-b747-989512855082 · outbound
Reference 35
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 33b7104e-b3ac-4663-833e-e368a7f141ea · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Structural-Entropy-Based Sample Selection for Efficient and Effective Learning
Reference 36
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 c628f9f8-2046-4686-84b1-1a49bdccd5cd · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Beyond neural scaling laws: beating power law scaling via data pruning
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 914bd4a5-71ac-4c68-8f8d-ed014522f435 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property D2 Pruning: Message Passing for Balancing Diversity and Difficulty in Data Pruning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e709844c-2aca-4327-8d21-f5f604364aeb · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Har-Peled and A
Reference 39
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 f65b6bf0-2728-4f7e-be92-7f3e7f9b411e · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property RETRIEVE: Coreset Selection for Efficient and Robust Semi-Supervised Learning
Reference 40
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 bf6b7ed1-ca98-47c0-9658-5f31b38e570b · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b101710-d556-4fd4-b33d-4d91f9697f33 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59b1f3b7-855e-4d09-bc29-06614ddad991 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization
Reference 43
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 e6f2bb2f-5cc1-4215-a8f6-1a59bf6b2b59 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property ELFS: Label-Free Coreset Selection with Proxy Training Dynamics
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69a8b8ba-b9d5-4f74-adbc-106658a1d8e6 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Deep Residual Learning for Image Recognition
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc1c4914-69f9-416c-98eb-5d903670fc2e · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Pedregosa, G
Reference 46
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 b23c7a5e-4414-42e4-ae42-a186d1a8f374 · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e57b67aa-84f8-4dc0-89fb-800df1cade52 · outbound
Reference 48
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 efa1f5f3-ef90-408d-a0c0-7dbca468e0fb · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property Adam: A Method for Stochastic Optimization
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d75ba224-3bac-4ee7-9025-36cb79a97e0c · outbound
Reference 50
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 151208a3-5029-46c5-82cc-4f06caf0e98c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property The Vendi Score: A Diversity Evaluation Metric for Machine Learning
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09c37f87-6092-40ba-a21a-ca8f7048c27c · outbound
X-Factor: Quality Is a Dataset-Intrinsic Property look least like
Reference 52
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 9f9bbb98-effa-4fe3-8b8c-b31ac2178f7a · inbound
Efficient, Validation-Free Intrinsic Quality Estimation for Large-Scale Face Recognition Datasets X-Factor: Quality Is a Dataset-Intrinsic Property
Reference 2
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.