Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T00:16:23.971894Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2412.19578.
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 2026-08-11T00:16:23.971894Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3a3a2549-fe46-41d2-a711-f113477c7620 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization ’virus and epidemic’: Causal knowledge activates prediction error circuitry,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ff955741-3309-44b1-b9e1-f731c2592a0e · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Causality for Machine Learning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8541e12-0dbc-4d63-866b-0ed72ad9b053 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization From correlation to causation networks: a simple approximate learning algorithm and its application to high-dimensional plant gene expression data,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8c4a33a6-91c8-48a5-9e08-398dda95d2bc · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Learning bayesian networks is np-complete,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1b896bf6-d886-47a0-bcdb-b22fd0ac4db3 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Causal discovery with reinforcement learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9371cffc-bcf2-452d-91f5-64dcaf609c99 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Estimating the Dimension of a Model,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation febd5bc0-497b-4bfc-9543-2341586f2a86 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Simple statistical gradient-following algorithms for connectionist reinforcement learning,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52fcbfc4-dfbe-4116-be2f-c41d1f31ad12 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Policy gradient methods for reinforcement learning with function approxima- tion,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 45ad2c72-b893-4585-8bdc-0b7879068ebd · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Trust region policy optimization,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8c17b5e1-f94a-4102-b573-00f3be016a21 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Proximal Policy Optimization Algorithms
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 184215e8-a1fe-4b89-bc9b-cde8757cdc05 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Graph Attention Networks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6086f89-8ebf-4d1b-b1a5-6b4ff46dc59f · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Approximating discrete probability distri- butions with dependence trees,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fb9157af-2389-48e6-9988-c8615c6d072e · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization The max-min hill- climbing bayesian network structure learning algorithm,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 56705c56-326f-447a-9fce-736049671ca8 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Dags with NO TEARS: continuous optimization for structure learning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2edb3afa-cd42-42fb-ab5d-63000d4ea8ae · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Generalized score functions for causal discovery,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0eb3bfb3-03a4-4702-91bd-6a9c8432d952 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Causal discovery with continuous additive noise models,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6722d0b7-3f4a-4547-9fca-4b095dc4e057 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization A machine learning approach to classify pedestrians’ event based on imu and gps,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 59d5b341-eccd-428b-b1a4-bedb5059e479 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Deep learning versus traditional solutions for group trajectory outliers,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3cb29365-e3df-43ec-84c6-f0e78576ddb2 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Iterative feedback and learning control. servo systems applications,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e9db1719-3ca3-495b-a130-1d0e5326fa47 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Adaptive ekf-based vehicle state estimation with online assessment of local observability,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e89725c7-e918-4c75-a222-980e875ec994 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Learning functional causal models with generative neural networks,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1c418afc-5b1b-461c-9e96-ac40a2a536df · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Structural Agnostic Modeling: Adversarial Learning of Causal Graphs,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e9b72fbe-e06e-449c-8128-b9d876458032 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization DAG-GNN: DAG structure learning with graph neural networks,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0f473df5-fa80-4f7f-b040-65900fe8814a · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization A new model for learning in graph domains,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 609e598e-6526-44aa-aff5-e6f6b2b2edb2 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization The graph neural network model,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cdb8993d-0427-4a39-9310-7688354fd097 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization ChebNet: Efficient and Stable Constructions of Deep Neural Networks with Rectified Power Units via Chebyshev Approximations
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea85c78e-b1f0-48e1-a9fc-850a0fb285df · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Inductive Representation Learning on Large Graphs
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f56e34bf-35e4-4d1b-abc5-b1e6c98e4e45 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Deep reinforcement learning for multiagent systems: A review of challenges, solutions, and applications,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b7a1b97-585c-4403-a955-c9ca5c932d3d · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Survey of model-based reinforce- ment learning: Applications on robotics,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5339c8af-fe21-4e11-b91d-bfb4bec52064 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Online rein- forcement learning control for the personalization of a robotic knee prosthesis,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 38a35f82-5f20-4d49-89a4-fe5136b40840 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Multitask learning for object localization with deep reinforcement learning,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation aee59455-4580-4899-9bc9-b303bbb0aea3 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Nonzero-sum game rein- forcement learning for performance optimization in large-scale industrial processes,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f9d4505e-ff9a-4a2f-b33b-b3833940fd93 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Neural Architecture Search with Reinforcement Learning,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 98a6976b-4d6f-402b-b7b4-c5f14421a943 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a76beb80-dfa6-4983-8d2f-702bdaa43b3d · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Spirtes, C
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 13e7c7cf-7f9d-41bd-b1b5-e513c31f0021 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization A linear non-gaussian acyclic model for causal discovery,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5d600eda-9ff7-4f28-b96d-24d767b2cd0e · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization On the Prop- erties of Neural Machine Translation: Encoder-Decoder Approaches,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 98d03a7e-f24b-4d1a-87ae-58060d2c65ff · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation de8ac5a4-6dd7-4a42-b845-f7f3a4f9eb4f · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Function optimization using connectionist reinforcement learning algorithms,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d7a64fa6-b5cb-4c63-8a72-3d9c215496fd · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Prioritized Experience Replay,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 02c310d8-ef51-42ea-8c21-7bb9d3055930 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization A Closer Look at Deep Policy Gradients
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2eb6b1b-3ba7-47a6-9d6d-2b4ae0450792 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Ramsey, M
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ebf8539-b350-4a29-965e-01deff009540 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization CAM: Causal additive models, high-dimensional order search and penalized regression
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97fad022-e43c-4b5c-8b24-1cbe66d64b81 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Gradient-Based Neural DAG Learning
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b2f416f-b4b3-42a9-861f-8425f32f40f5 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Causal Protein-Signaling Networks Derived from Multiparam- eter Single-Cell Data,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0f88161c-039b-4e44-aea1-4696ba564556 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Syntren: a generator of synthetic gene expression data for design and analysis of structure learning algorithms,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 24123bbd-aeaa-45af-9ae8-15a5b36f1df0 · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization Truly proximal policy optimization,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5991fe42-5bed-484d-80b2-56666ca8adec · outbound
Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization A hybrid method for nonlinear equations,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
No inbound Pith citation observations are available.