Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:14:57.508895Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2506.08580.
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 2026-08-07T05:14:57.508895Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
30 of 30 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 480af519-f07e-49ff-882f-71eb5c7d5b84 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Event-based secure leader-following consensus control for multiagent systems with multiple cyber attacks,
Reference 1
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 e16ee10e-96a5-484d-b06b-04e683b3441c · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Multi-attribute game theoretic model for resource allocation in military attack-defense application,
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 2e5bdf02-3666-48c4-bb21-bb2310706d87 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning A game theoretic model for resource allocation among countermeasures with multiple attributes,
Reference 3
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 fa0dadbf-9454-4b7e-8d96-5f15caec0977 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning N-dimensional blotto game with heterogeneous battlefield values,
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 f88d5b2a-070c-4211-8528-bd9c5c8c9cdf · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Online learning in budget-constrained dynamic colonel blotto games,
Reference 6
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 290ceaea-3e54-471d-a8ce-0ce2526a3a66 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Finite-time dynamic alloca- tion and control in multiagent coordination for target tracking,
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 277409a8-19b1-4b6e-b357-8c94d13b2d09 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning A three- stage colonel blotto game with applications to cyberphysical security,
Reference 8
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 dc8cab7c-03a7-4640-a0d0-4d4d75ed675b · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Power allocation in multi- user cellular networks: Deep reinforcement learning approaches,
Reference 9
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 b9a3b04c-3fde-49ce-86b3-9235c2accd83 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Graph reinforcement learning with relational priors for predictive power allocation,
Reference 10
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 1bfb80e7-a683-476f-960f-92a104c9542e · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Equilibrium ap- proximating and online learning for anti-jamming game of satellite communication power allocation,
Reference 11
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 660bb094-3aaf-4e11-a908-f0f4fdea2449 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Colonel blotto games in network systems: models, strategies, and applications,
Reference 13
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 aa28e275-2501-40c8-862f-0721e1bec9fe · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Resource allocation problems,
Reference 14
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 17c91344-3f89-45d3-ba79-2bd78edbba56 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning A dynamic resource allocation strategy for cloud-native applications leveraging markov properties,
Reference 15
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 55c3bc29-190f-4e09-9576-83e190a432f5 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Cooperative particle swarm opti- mization with a bilevel resource allocation mechanism for large-scale dynamic optimization,
Reference 16
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 b74558b0-8759-489d-b0ea-25450c75056c · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Discrete colonel blotto and general lotto games,
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 61979477-14b1-4315-9ed9-8fbcfe86df5f · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Generalizations of the colonel blotto and general lotto games,
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 57367c68-237f-4c25-9ede-d2a9fccbcc4a · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Double oracle algorithm for game-theoretic robot allocation on graphs,
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 30d11743-f198-4bf3-aa79-897202535bf6 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Unsupervised resource alloca- tion with graph neural networks,
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 1c2506c8-e3a8-4ea9-9162-86bbaa89adb8 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Semi-supervised graph structure learning via dual reinforcement of label and prior structure,
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 ed848f14-b2c3-4de6-bbdd-d15c8450f097 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning A three- stage colonel blotto game with applications to cyber-physical security,
Reference 22
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 c1c5ea0a-0707-4e79-8929-43b17f5544e7 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning A blotto game with incomplete information,
Reference 23
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 2e4ce428-1faa-44a6-933f-da3d6ad7f9ef · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Reinforcement Learning Agents in Colonel Blotto
Reference 24
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 dd57967a-801f-426f-9572-795ca0c641be · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb4af9b8-e821-4604-828d-a9f19f839827 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Pointer networks,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c6422de-1128-48f8-a832-1cafefe1501e · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Attention is all you need,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37153b47-52aa-4a56-b6a5-6ebf7e8210fc · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning How Attentive are Graph Attention Networks?
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2af3cea2-9761-4350-a413-595b49ab646f · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Sample efficient reinforcement learning with reinforce,
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 c4851684-44e2-4c51-859c-5805b2c2d9bd · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Proximal Policy Optimization Algorithms
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a0e7b64-36d5-4455-a2f5-f0c085aef5fb · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Traveling-salesman-problem algorithm based on simulated annealing and gene-expression programming,
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 a6e08b11-1657-4cf6-87ca-4f9092551559 · outbound
HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning Graph pointer neural networks,
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.
No inbound Pith citation observations are available.