Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T14:32:10.672728Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2508.21272.
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 2026-08-05T14:32:10.672728Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3bd5f961-726c-4c9d-8996-d0bcbd4210f0 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Collaborative robot market size and growth analysis 2024-2033,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c0da8dab-0a9e-4423-8f08-20634c750bb1 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Introduction to robotics: mechanics and control,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c757cfbd-903b-4a39-ac54-2df586824edf · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Modern robotics: mechanics, planning, and control,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 99bd3ac8-aaf0-443c-8820-81e7192d9663 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Reinforcement learning: An introduction,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 73c6dc72-0763-4d76-a20e-2b1d1bba5cf7 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Mastering the game of go with deep neural networks and tree search,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aedcd939-1afd-4ae7-bd74-4fa9775e3065 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Grand- master level in starcraft ii using multi-agent reinforcement learning,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b63bd488-04a3-4ed8-84b7-03f3dbdb52b1 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Outracing champion gran turismo drivers with deep reinforcement learning,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3b318157-2a4e-4a05-822c-e419a21f67ea · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 End-to-end training of deep visuomotor policies,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 68aa63a9-d9c9-4162-bd86-8ae9b9ce2864 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Scalable deep reinforcement learning for vision-based robotic manipulation,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b8826bf3-1fc5-444c-9f59-5006353bc41c · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Robotics: mod- elling, planning and control,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 49256a5d-cb89-419a-b318-686093ec3be8 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Probabilistic robotics,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a539fe2b-f73c-4a22-b235-5feb20ddffc8 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Transporter networks: Rearranging the visual world for robotic manipulation,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8bea5021-f2fb-4f02-b013-26b8ab47c227 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Near-Optimal Representation Learning for Hierarchical Reinforcement Learning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0ad9eb3-73f8-444f-8359-c85db362407c · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 A Closer Look at Invalid Action Masking in Policy Gradient Algorithms
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27050301-71c1-452b-801e-51fe050e824d · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Efficient algo- rithms for polyhedral assembly partitioning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 100b546f-10ab-4901-a1d4-8927a858b009 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Redshifts versus paradigm shifts; against renaming Hubble's Law
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f64e7117-7f9b-4e73-927c-91f90d5f3b1f · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Computer recreations: solid geometry, billiard-ball computers and other things,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 96bc009f-82e8-4ac0-80d8-21392dff3f5f · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Prob- abilistic roadmaps for path planning in high-dimensional configuration spaces,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 957b1b4d-9d99-417b-a9b8-7413688071f7 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Find- ing locally optimal, collision-free trajectories with sequential convex optimization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f6ffbd4d-3226-4b22-96e4-cba6e45c5c5e · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Robust speech recognition via large-scale weak super- vision,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 86e800c5-8f24-4de2-9ff5-6e192ac0a185 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Using natural language for personalized human-robot interaction,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dac77218-1023-4a98-8205-998535cbce91 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Human-level control through deep reinforcement learning,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edffe417-0733-40f9-a10b-1c6a94b5a155 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Deep reinforcement learning with double q-learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f81406d7-5794-4f62-9d21-126694a12927 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Curriculum learning,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation df627742-802d-4bbb-b86e-c64b316fc9d5 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Reverse curriculum generation for reinforcement learning,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 48d2e9b1-5220-4e8c-a241-cef83bc6a517 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Reinforcement learning in robotics: A survey,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 622d89e8-55d4-42f3-b7fb-58ee948afe36 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Dueling network architectures for deep reinforcement learning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 359c4210-7a38-4a48-b987-2fca3d90bfbf · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Pytorch: An imperative style, high-performance deep learning library,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffe729c5-2c23-45aa-aa6f-1573c14b02df · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Deep residual learning for image recognition,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c1b31ba3-f657-49dc-b788-a9fdad35baac · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Dropout: a simple way to prevent neural networks from over- fitting,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 26b0f277-14c9-43ac-804a-d015372f8857 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Deep reinforcement learning for robotic manipulation with asynchronous off-policy updates,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2fdc2338-8162-4907-9ac8-277df280e3fe · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Learn- ing dexterous in-hand manipulation,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation df83e0f9-3b8d-4010-aaa1-6b7cb749b4d5 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a1551ac9-3f7b-4c84-8ae2-1a24027b377a · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Detailed Hyperparameter Configuration
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 29212ce2-94c2-4a61-a0e3-2d000a75972a · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 52848eae-03d3-4521-a387-37a1bdb13a48 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8a36672a-fc58-4fb2-8b60-3bcf4836d8a4 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Root Cause Analysis and Solution Architecture
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 377d2462-1c81-4d32-a78e-e99152d1b4b2 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 11eaedd0-cee1-40d9-bf97-5b516b06cbcd · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Experimental Protocols and Quality Assurance
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3c26ea30-9d4a-4adc-aef6-cc5488c39a54 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0ac43e20-b445-44e7-9434-2616c1659e64 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 28c0dc9d-851f-4ec7-99aa-aa13c91d657c · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Code Repository and Data Availability
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd0dd85d-e774-4af6-811a-b03312be962f · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2cfac16e-bed7-41e1-a86f-9e51c4d98233 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 The setup process includes automated de- pendency installation, robot calibration procedures, and system validation tests
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ba737b8c-50e0-49ec-9a08-d85c2e278bf5 · outbound
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.