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Paper Citation Record · LEDGER

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609

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.

pith.paper-citation-record.v1
2508.21272 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:32:10.672728Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy31
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3bd5f961-726c-4c9d-8996-d0bcbd4210f0 · outbound

This paper cites Collaborative robot market size and growth analysis 2024-2033,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:19.104481Z

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.

source=pdf_text observed=2026-08-05T14:32:06.383052Z digest=sha256:8b960fbb55eb9a687f0d56de95d8011eba201801109cdaa0e69f9cee45098f67

Observation c0da8dab-0a9e-4423-8f08-20634c750bb1 · outbound

This paper cites Introduction to robotics: mechanics and control,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.935770Z

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.

source=pdf_text observed=2026-08-05T14:32:06.439102Z digest=sha256:a1bad80632c22e32d24c05da24603a4625c8d46bd71934ed52b6f7f2d60d8170

Observation c757cfbd-903b-4a39-ac54-2df586824edf · outbound

This paper cites Modern robotics: mechanics, planning, and control,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.706637Z

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.

source=pdf_text observed=2026-08-05T14:32:06.483922Z digest=sha256:3c43051ddc814bcf1655fa54d284e48f2b5fefbcf1693542c709ef20fbd2c22b

Observation 99bd3ac8-aaf0-443c-8820-81e7192d9663 · outbound

This paper cites Reinforcement learning: An introduction,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.548792Z

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.

source=pdf_text observed=2026-08-05T14:32:06.555539Z digest=sha256:3cff65587cebefbfd75b06b274c6903c2d2e203c9823fa67ccc985311b4f7b3d

Observation 73c6dc72-0763-4d76-a20e-2b1d1bba5cf7 · outbound

This paper cites Mastering the game of go with deep neural networks and tree search,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.405955Z

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.

source=pdf_text observed=2026-08-05T14:32:06.647817Z digest=sha256:80cf6d1991c3ee1a40199eb0c0cfdfc51039b21f9d6a9c007699f63738fcb853

Observation aedcd939-1afd-4ae7-bd74-4fa9775e3065 · outbound

This paper cites Grand- master level in starcraft ii using multi-agent reinforcement learning,.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T14:32:06.737231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:32:06.737231Z digest=sha256:c65969454dd8d55cea246655cf070208947fa4e0897d665943a9b7b034c263f4

Observation b63bd488-04a3-4ed8-84b7-03f3dbdb52b1 · outbound

This paper cites Outracing champion gran turismo drivers with deep reinforcement learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.174863Z

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.

source=pdf_text observed=2026-08-05T14:32:06.827629Z digest=sha256:686697fa6e9886cfe4804f83dfeff5580f2b2b258fda79c749d32e78662bab0b

Observation 3b318157-2a4e-4a05-822c-e419a21f67ea · outbound

This paper cites End-to-end training of deep visuomotor policies,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:18.008985Z

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.

source=pdf_text observed=2026-08-05T14:32:06.912585Z digest=sha256:1e6625eda8cd6f60608860629d02f14065acc923161be2c2884580e6ffd31381

Observation 68aa63a9-d9c9-4162-bd86-8ae9b9ce2864 · outbound

This paper cites Scalable deep reinforcement learning for vision-based robotic manipulation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:17.835023Z

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.

source=pdf_text observed=2026-08-05T14:32:06.989938Z digest=sha256:26551ef95c47afbcaadf720c081ff62ae05e62949e19a10ec67466a6df503c20

Observation b8826bf3-1fc5-444c-9f59-5006353bc41c · outbound

This paper cites Robotics: mod- elling, planning and control,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:17.622111Z

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.

source=pdf_text observed=2026-08-05T14:32:07.084124Z digest=sha256:75f5a068cec73485fd3048a000fb8503fa70f79f54724e7994e5df051e0e89b2

Observation 49256a5d-cb89-419a-b318-686093ec3be8 · outbound

This paper cites Probabilistic robotics,.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Probabilistic robotics,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:17.355470Z

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.

source=pdf_text observed=2026-08-05T14:32:07.237513Z digest=sha256:779ec406dc6970fc813aec3f2bbc243b0e7e66c1f22b89b4fe42af04f1fb3c98

Observation a539fe2b-f73c-4a22-b235-5feb20ddffc8 · outbound

This paper cites Transporter networks: Rearranging the visual world for robotic manipulation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:17.109139Z

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.

source=pdf_text observed=2026-08-05T14:32:07.352997Z digest=sha256:7c18351c801ee13546e8451d0f5025f1bca4063411cad8073dcf5d9bd584d3c4

Observation 8bea5021-f2fb-4f02-b013-26b8ab47c227 · outbound

This paper cites Near-Optimal Representation Learning for Hierarchical Reinforcement Learning.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T14:32:07.414703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:32:07.414703Z digest=sha256:e6826d7719ce766631d72b0207eb5c4125f4a8c2f14be8081e5034acf758f575

Observation d0ad9eb3-73f8-444f-8359-c85db362407c · outbound

This paper cites A Closer Look at Invalid Action Masking in Policy Gradient Algorithms.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T14:32:07.511541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:32:07.511541Z digest=sha256:a16b852311d5866292d9a21cebc2487a7c111c49821bff8021257c15126debbe

Observation 27050301-71c1-452b-801e-51fe050e824d · outbound

This paper cites Efficient algo- rithms for polyhedral assembly partitioning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:16.831892Z

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.

source=pdf_text observed=2026-08-05T14:32:07.628624Z digest=sha256:7ea44d3f41e98a7a1d7e71f428bfe39f6d9f476909d9c87423317e1deeb5afd9

Observation 100b546f-10ab-4901-a1d4-8927a858b009 · outbound

This paper cites Redshifts versus paradigm shifts; against renaming Hubble's Law.

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

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T14:32:10.929334Z

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.

source=pdf_text observed=2026-08-05T14:32:07.729381Z digest=sha256:e677842b248d275022ee76d11eab651ce23a9220102f80811fa96df606c2a4c3

Observation f64e7117-7f9b-4e73-927c-91f90d5f3b1f · outbound

This paper cites Computer recreations: solid geometry, billiard-ball computers and other things,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:16.477058Z

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.

source=pdf_text observed=2026-08-05T14:32:07.814656Z digest=sha256:b87c70b2f6f3eafa957a1dfeb28fc7d71bb86344d31c20d3f66cb5b1ec0706ae

Observation 96bc009f-82e8-4ac0-80d8-21392dff3f5f · outbound

This paper cites Prob- abilistic roadmaps for path planning in high-dimensional configuration spaces,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:16.103433Z

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.

source=pdf_text observed=2026-08-05T14:32:07.926288Z digest=sha256:da534852249951e29b34739c85cf73fcba77c85dc74bf6df9427b4e6d86e173e

Observation 957b1b4d-9d99-417b-a9b8-7413688071f7 · outbound

This paper cites Find- ing locally optimal, collision-free trajectories with sequential convex optimization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:15.675145Z

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.

source=pdf_text observed=2026-08-05T14:32:08.003856Z digest=sha256:0ab563d8fb18e35e5df456d1b61abd730ce70e4582a670acf3309f45ff070c46

Observation f6ffbd4d-3226-4b22-96e4-cba6e45c5c5e · outbound

This paper cites Robust speech recognition via large-scale weak super- vision,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:15.283515Z

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.

source=pdf_text observed=2026-08-05T14:32:08.110901Z digest=sha256:222d89626b64aa77a848ca571b53433ea864473e50c5db396777a86368edfb79

Observation 86e800c5-8f24-4de2-9ff5-6e192ac0a185 · outbound

This paper cites Using natural language for personalized human-robot interaction,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:14.963142Z

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.

source=pdf_text observed=2026-08-05T14:32:08.194759Z digest=sha256:95ebf6ce3fb82eb41078a224e6eb05624aab719c3a4fa7c493c221a7d7cbe137

Observation dac77218-1023-4a98-8205-998535cbce91 · outbound

This paper cites Human-level control through deep reinforcement learning,.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T14:32:08.286611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:32:08.286611Z digest=sha256:2c8ad8f2d57f4d2a1dc91cf163ab3e95022bd296d48525c67cf6cb654cfe2146

Observation edffe417-0733-40f9-a10b-1c6a94b5a155 · outbound

This paper cites Deep reinforcement learning with double q-learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:14.621480Z

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.

source=pdf_text observed=2026-08-05T14:32:08.394100Z digest=sha256:2236c77c46ffb483e9fb3ae28079d50601258e44c7adbddbf36c65834464b56d

Observation f81406d7-5794-4f62-9d21-126694a12927 · outbound

This paper cites Curriculum learning,.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Curriculum learning,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:14.217384Z

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.

source=pdf_text observed=2026-08-05T14:32:08.531087Z digest=sha256:45ce187b7fa211b4ee5983c9ca1299b48b9fac8c17501e65777f3f4ebbba3dd1

Observation df627742-802d-4bbb-b86e-c64b316fc9d5 · outbound

This paper cites Reverse curriculum generation for reinforcement learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:14.086594Z

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.

source=pdf_text observed=2026-08-05T14:32:08.612539Z digest=sha256:6fe5bf15ea5858db0bb6835eea737064e7c6e732b544bfe0f87f645edfcdb845

Observation 48d2e9b1-5220-4e8c-a241-cef83bc6a517 · outbound

This paper cites Reinforcement learning in robotics: A survey,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.931993Z

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.

source=pdf_text observed=2026-08-05T14:32:08.705835Z digest=sha256:51bd29ca0b6f4accf41908f61cb4c805708408b518e0ac5dba00d1bf776c7b23

Observation 622d89e8-55d4-42f3-b7fb-58ee948afe36 · outbound

This paper cites Dueling network architectures for deep reinforcement learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.767349Z

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.

source=pdf_text observed=2026-08-05T14:32:08.801484Z digest=sha256:683d8a93f41de7c9b6556d30ed6d42ba8d560ed93766b128341ec3800deb7363

Observation 359c4210-7a38-4a48-b987-2fca3d90bfbf · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library,.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T14:32:08.881941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:32:08.881941Z digest=sha256:25637a94473eabfb9ebefe4c36698cfd740744c802ac9f60f8ddd281812f727f

Observation ffe729c5-2c23-45aa-aa6f-1573c14b02df · outbound

This paper cites Deep residual learning for image recognition,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.641219Z

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.

source=pdf_text observed=2026-08-05T14:32:08.991419Z digest=sha256:76920a4c5a23f333152131d6dd744c5517a095381a9617bbfaab7ccc5daf6d67

Observation c1b31ba3-f657-49dc-b788-a9fdad35baac · outbound

This paper cites Dropout: a simple way to prevent neural networks from over- fitting,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.507395Z

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.

source=pdf_text observed=2026-08-05T14:32:09.050780Z digest=sha256:825c4f3770185778b90dfbad5306cc99b9aa73dce8bf6771dc564b5b5d9ef546

Observation 26b0f277-14c9-43ac-804a-d015372f8857 · outbound

This paper cites Deep reinforcement learning for robotic manipulation with asynchronous off-policy updates,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.359708Z

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.

source=pdf_text observed=2026-08-05T14:32:09.130593Z digest=sha256:26cd9fb9b40fdadfe5d9409e8015d08feeae764821a8adc09af4f6d9a982f4c6

Observation 2fdc2338-8162-4907-9ac8-277df280e3fe · outbound

This paper cites Learn- ing dexterous in-hand manipulation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:13.232080Z

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.

source=pdf_text observed=2026-08-05T14:32:09.231995Z digest=sha256:8192a0cce55090caaacc7fb0615b841040df6e03656f739fc12241c86f5165fd

Observation df83e0f9-3b8d-4010-aaa1-6b7cb749b4d5 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:13.046242Z

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.

source=pdf_text observed=2026-08-05T14:32:09.344422Z digest=sha256:3458a31a941f9af6c816b5d00eb6116ea88130671d271a7dd547ba95e694a71e

Observation a1551ac9-3f7b-4c84-8ae2-1a24027b377a · outbound

This paper cites Detailed Hyperparameter Configuration.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Detailed Hyperparameter Configuration

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:12.890044Z

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.

source=pdf_text observed=2026-08-05T14:32:09.487929Z digest=sha256:4f9e53aef1003d12b12c540c52c1155a14692e7966a1d6850616059de3c36bc6

Observation 29212ce2-94c2-4a61-a0e3-2d000a75972a · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:12.688366Z

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.

source=pdf_text observed=2026-08-05T14:32:09.593091Z digest=sha256:8336afea4b6a0d21d0c36e9192d0f4ed3b0b15c4c48babd0def4ad8d69ef9a15

Observation 52848eae-03d3-4521-a387-37a1bdb13a48 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:12.557919Z

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.

source=pdf_text observed=2026-08-05T14:32:09.677324Z digest=sha256:46edc3c9c77936294572ffa76133b5044f8b95e94bcae0b70fa54e13e68b8528

Observation 8a36672a-fc58-4fb2-8b60-3bcf4836d8a4 · outbound

This paper cites Root Cause Analysis and Solution Architecture.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:12.390904Z

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.

source=pdf_text observed=2026-08-05T14:32:09.785413Z digest=sha256:0d7325044ac60f56c8242c56ecfd43eef613f6d171417bd538ea66738c0dbb9a

Observation 377d2462-1c81-4d32-a78e-e99152d1b4b2 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:12.223029Z

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.

source=pdf_text observed=2026-08-05T14:32:09.925280Z digest=sha256:07cfe9b24c3f50dcf526b5a01284b2b0fd4a51dba95f23c5b6b0d2dbf8a05890

Observation 11eaedd0-cee1-40d9-bf97-5b516b06cbcd · outbound

This paper cites Experimental Protocols and Quality Assurance.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:12.008694Z

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.

source=pdf_text observed=2026-08-05T14:32:10.054037Z digest=sha256:660fc98c742f3309f7076c5eed743f9c01e986f7d5cc423ae88c8837a4699fce

Observation 3c26ea30-9d4a-4adc-aef6-cc5488c39a54 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:11.880715Z

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.

source=pdf_text observed=2026-08-05T14:32:10.157261Z digest=sha256:80ad4117df2855bf61f422c077e29e19659166ba60e6eb3206c33d938a4ec918

Observation 0ac43e20-b445-44e7-9434-2616c1659e64 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:11.694099Z

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.

source=pdf_text observed=2026-08-05T14:32:10.267440Z digest=sha256:5c4e062f2a7e0ce59a395af7d8a67e2b4e7c674bca4b82fd786d89c2aed84e83

Observation 28c0dc9d-851f-4ec7-99aa-aa13c91d657c · outbound

This paper cites Code Repository and Data Availability.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:11.519471Z

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.

source=pdf_text observed=2026-08-05T14:32:10.346032Z digest=sha256:31634a73a432b6b18e09d45e267c02c0083316779df07a89c6b8b5eefc3d4057

Observation dd0dd85d-e774-4af6-811a-b03312be962f · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:11.386602Z

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.

source=pdf_text observed=2026-08-05T14:32:10.471863Z digest=sha256:c9daaa5d997bb0cb58573e3f923cc7bf0154327e6bd1a2be7b8a92ec15b75073

Observation 2cfac16e-bed7-41e1-a86f-9e51c4d98233 · outbound

This paper cites The setup process includes automated de- pendency installation, robot calibration procedures, and system validation tests.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:32:11.247153Z

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.

source=pdf_text observed=2026-08-05T14:32:10.559858Z digest=sha256:a9f3f8ebc0feba8e7360da66ccd8abbd0f1be9c661dfeff1a33adfe09e7c9e8e

Observation ba737b8c-50e0-49ec-9a08-d85c2e278bf5 · outbound

This paper cites an unresolved cited work.

Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609 Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:32:11.108253Z

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.

source=pdf_text observed=2026-08-05T14:32:10.672728Z digest=sha256:a61205fef26317b3229dc53f01655e20cc990c15b21a6caf3bc025cd0f897265

Pith citing papers

No inbound Pith citation observations are available.