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Paper Citation Record · LEDGER

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound

As of 13 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2507.01152.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.01152 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:06:30.985200Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

58 of 58 outbound references displayed

  • verified exact3
  • verified fuzzy37
  • unresolved17
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95aab2f9-a3f8-4679-9dc3-9a4acc744f20 · outbound

This paper cites Solving Rubik's Cube with a Robot Hand.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Solving Rubik's Cube with a Robot Hand

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3b313f7d-c2f3-4c82-a904-e51bf3233d1a · outbound

This paper cites Gan- based realistic bone ultrasound image and label synthesis for improved segmentation.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Gan- based realistic bone ultrasound image and label synthesis for improved segmentation

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation dd1906cb-effa-405a-bb20-d6f0f412627b · outbound

This paper cites Saferplan: Safe deep reinforcement learning for intraoperative planning of pedicle screw placement.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Saferplan: Safe deep reinforcement learning for intraoperative planning of pedicle screw placement

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 785d7961-3a3e-45d0-87aa-8138044e84b8 · outbound

This paper cites Real-time gpu-based ultrasound simulation using deformable mesh models.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Real-time gpu-based ultrasound simulation using deformable mesh models

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.810010Z digest=sha256:07f27a1311e75069bfc3566970900fcf5d168b2bd85bbad7d3e8f20c5dfe7996

Observation afaf8f5f-e502-4c39-8a85-af9137746d34 · outbound

This paper cites Ultrasound image-to-video synthesis via latent dynamic diffusion models.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Ultrasound image-to-video synthesis via latent dynamic diffusion models

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.813440Z digest=sha256:3e797dc9a927bb897987958bf63daf37d473b34438a03ca29e4e4b42fbbc1996

Observation d72ddba3-e7eb-459c-8ba3-94b60d3869a0 · outbound

This paper cites Diffusion policy: Visuomotor policy learning via action diffusion.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Diffusion policy: Visuomotor policy learning via action diffusion

Reference 6

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source=pdf_text observed=2026-08-06T21:06:30.816685Z digest=sha256:93188f2f398b0c82e87f12019b9b4486931a5052eed90d564a22375a2036efae

Observation 15787c18-baa8-4d43-a26c-ae5a120df1d1 · outbound

This paper cites Pybullet, a python module for physics simulation for games, robotics and machine learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Pybullet, a python module for physics simulation for games, robotics and machine learning

Reference 7

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raw_fallback, observed 2026-08-06T21:06:31.475198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.820194Z digest=sha256:1db38a5403fe55bdb6b0c1e9c01008928760edbbb2b8806abacf4bcba4f28487

Observation 2992271e-20da-44cd-8a2c-fc4e6990f9be · outbound

This paper cites Diffusion as sound propagation: Physics-inspired model for ultrasound image generation.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Diffusion as sound propagation: Physics-inspired model for ultrasound image generation

Reference 8

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raw_fallback, observed 2026-08-06T21:06:31.465654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.823092Z digest=sha256:afeb7e4f982202d85f2e69a503407795dfc9e603668bc97d743a822fb69ec909

Observation 064df813-0fb0-456e-9c34-c01eb0f4c553 · outbound

This paper cites UltraRay: Introducing Full-Path Ray Tracing in Physics-Based Ultrasound Simulation.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound UltraRay: Introducing Full-Path Ray Tracing in Physics-Based Ultrasound Simulation

Reference 9

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local_arxiv, observed 2026-08-06T21:06:31.085897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.826206Z digest=sha256:14057acd1f207090293b7e69d7d9054d4369e86936823c7af023ab6f54e85c49

Observation 301b1445-d60b-4317-8cb4-c69cd68227a3 · outbound

This paper cites Sofa: A multi-model framework for interactive physical simulation.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Sofa: A multi-model framework for interactive physical simulation

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.829781Z digest=sha256:e48514248c36808f6bf7598c82f91ad176b469de0e0ea9f52d5b033cd72a6cf6

Observation afd525f0-8158-49dd-b630-ffad81b114b9 · outbound

This paper cites Generative adversarial nets.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Generative adversarial nets

Reference 11

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source=pdf_text observed=2026-08-06T21:06:30.833243Z digest=sha256:61539ff3ce2b0c321a024eafd5599d5fec4755ab700c54edd67599088e61f0e6

Observation 015130d2-5c42-4da8-96a6-f4309f2b1a32 · outbound

This paper cites Ultrasound-guided robotic navigation with deep reinforcement learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Ultrasound-guided robotic navigation with deep reinforcement learning

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.836328Z digest=sha256:8494cb16d28c197d647192eb5e69291cab9750100e27762663473f45b79216cc

Observation 68f94dd0-ad83-431d-9858-57e4b3241a16 · outbound

This paper cites Denoising diffusion probabilistic models.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Denoising diffusion probabilistic models

Reference 13

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source=pdf_text observed=2026-08-06T21:06:30.839314Z digest=sha256:133c8cfc206bc95c10e322d4e3eaaad6cc4f98c6e13d284bad26be0b6f933070

Observation b8a12f88-0fdf-42c4-bb4e-0e15a250c1d3 · outbound

This paper cites Learning agile and dynamic motor skills for legged robots.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Learning agile and dynamic motor skills for legged robots

Reference 14

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source=pdf_text observed=2026-08-06T21:06:30.842379Z digest=sha256:57fba448cd1fcfdb849c34e9030e89646b17d95aaf1002b3d17a99dfdee2cf8c

Observation 1cc31d3e-6601-4eb0-984e-fcaeeb6f4cca · outbound

This paper cites Image-to-image translation with conditional adversarial networks.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Image-to-image translation with conditional adversarial networks

Reference 15

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source=pdf_text observed=2026-08-06T21:06:30.846004Z digest=sha256:b7eb9d2e6731df8e48e593f85eed6e036c295c3e42b904c5774ad9760b1e5c00

Observation d3dc1554-9f6f-44ec-acf7-7665b317cac6 · outbound

This paper cites Mechanical and biological effects of ultrasound: a review of present knowledge.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Mechanical and biological effects of ultrasound: a review of present knowledge

Reference 16

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raw_fallback, observed 2026-08-06T21:06:31.414420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.849142Z digest=sha256:0a64628418b73963b9c1350c61d096a891f63e526771155fb8b66deb038d541e

Observation 705d7fb7-666c-44dc-9fd2-42d277e8bf26 · outbound

This paper cites Robotic ultrasound imaging: State-of-the-art and future perspectives.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Robotic ultrasound imaging: State-of-the-art and future perspectives

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.853188Z digest=sha256:ce6be145d46328d66aea89b309b7e556d72063b02f5f9f405db60bb9bd953c06

Observation 1e58df83-b05b-4f57-8971-274597cfeb39 · outbound

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

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Scalable deep reinforcement learning for vision-based robotic manipulation

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.856262Z digest=sha256:5eb8f6f60bf5bfc0e6cf2d6b0b1beec3a49a09271df38c7b6303d33dbab9c4a8

Observation ff5d2602-c533-4c92-b1e2-407c78f5e10c · outbound

This paper cites Generation of musculoskeletal ultrasound images with diffusion models.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Generation of musculoskeletal ultrasound images with diffusion models

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.859490Z digest=sha256:0866c7d450d9d09a788352cb0579b29cc463d43c12c2e5600bcd47b281d719df

Observation 6e5c830b-5c5c-4db7-bc04-8733ae7a45c6 · outbound

This paper cites An open-source research kit for the da vinci ® surgical system.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound An open-source research kit for the da vinci ® surgical system

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.863041Z digest=sha256:f52b23556c0acd59d2569a93485347402e115d186e8cc8aa5d0a26b5c6d9580b

Observation 112e6f68-faa4-4c74-8317-4337f14e64b2 · outbound

This paper cites Visualization and gpu-accelerated simulation of medical ultrasound from ct images.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Visualization and gpu-accelerated simulation of medical ultrasound from ct images

Reference 21

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raw_fallback, observed 2026-08-06T21:06:31.370281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.866215Z digest=sha256:d2571df29c890b57d3c96964432535dcf75351bcddadf2fe4bbc259ec30853fc

Observation 92727cd0-fc31-4416-8dc6-a963d1a770a1 · outbound

This paper cites Realistic ultrasound synthesis based on diagnostic ct to facilitate ultrasound-guided robotic spine surgery.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Realistic ultrasound synthesis based on diagnostic ct to facilitate ultrasound-guided robotic spine surgery

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.869164Z digest=sha256:c43a1b33b26ec0f2581c8f857af327b7054cdaf886a7e26727f39e1858f55985

Observation 5332cfd8-8ab6-492f-934f-947bd633bf15 · outbound

This paper cites Autonomous navigation of an ultrasound probe towards standard scan planes with deep re- inforcement learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Autonomous navigation of an ultrasound probe towards standard scan planes with deep re- inforcement learning

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.872461Z digest=sha256:8336fa3f18d7ed41a576dcb770a483a157318963f11fd9e96a862e7c27ca1813

Observation 698bba0b-3f4d-4f53-8c02-a313fb37bcf0 · outbound

This paper cites Robot-assisted ultrasound reconstruction for spine surgery: from bench-top to pre-clinical study.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Robot-assisted ultrasound reconstruction for spine surgery: from bench-top to pre-clinical study

Reference 24

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raw_fallback, observed 2026-08-06T21:06:31.343287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.875400Z digest=sha256:e06578f2fe30b6c01e4ef3d253173b04d0ee398cf4ed54dc006e7c2390d71192

Observation 4ff2545a-0e1f-4731-9954-dfe2daa1bd95 · outbound

This paper cites Ultrasound- based robot-assisted drilling for minimally invasive pedicle screw placement.IEEE Transactions on Medical Robotics and Bionics, 6(3):818–828, 2024.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Ultrasound- based robot-assisted drilling for minimally invasive pedicle screw placement.IEEE Transactions on Medical Robotics and Bionics, 6(3):818–828, 2024

Reference 25

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raw_fallback, observed 2026-08-06T21:06:31.334028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.878531Z digest=sha256:f9a7993b66c591a7c75b17779f11c6c32a0d4f1663a0911f775c71ebe1027d40

Observation 7578985a-5fd5-49f5-b214-b0f5ca82d5c7 · outbound

This paper cites Sketch guided and progressive growing gan for realistic and editable ultrasound image synthesis.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Sketch guided and progressive growing gan for realistic and editable ultrasound image synthesis

Reference 26

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raw_fallback, observed 2026-08-06T21:06:31.324179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.881590Z digest=sha256:a6c82bd6082a99ceeb628d99827a104cf1ce45cf932129e8c62ff315e96cdae8

Observation 9e66337f-c2c8-428e-aab2-29dd6d53fa4e · outbound

This paper cites Human-in-the-loop embodied intelligence with interactive simulation environment for surgical robot learning.IEEE Robotics and Automation Letters, 8(8):4441–4448, 2023.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Human-in-the-loop embodied intelligence with interactive simulation environment for surgical robot learning.IEEE Robotics and Automation Letters, 8(8):4441–4448, 2023

Reference 27

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raw_fallback, observed 2026-08-06T21:06:31.315263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.884881Z digest=sha256:b317785f010c1ff970c693dfa8c6d141d5741972edbe3880681e8ada3ee53860

Observation 76f1deb9-6fc6-4e6a-b71c-e9881d8081bb · outbound

This paper cites Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.887859Z digest=sha256:ba16fe0a29a34c8288bf8ece97f2f3343416e666e35d947aa2557c07ec81a702

Observation e8109010-9d54-46d3-ae37-db6c486d160d · outbound

This paper cites Realistic ultrasound simulation of complex surface models using interactive monte-carlo path tracing.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Realistic ultrasound simulation of complex surface models using interactive monte-carlo path tracing

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.306153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.891449Z digest=sha256:0ea39f57506329124c71fc55d4694582b15054ef8a55729bbabe260281572e7c

Observation c7b3dc62-fc1b-4def-81b6-6dcbfb33469d · outbound

This paper cites Learning robust perceptive locomotion for quadrupedal robots in the wild.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Learning robust perceptive locomotion for quadrupedal robots in the wild

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.894506Z digest=sha256:eca455b289118010c8dbcae0311da713ea6d811c4c2864c6f097a4154bc1df0f

Observation 8347b49a-3086-4863-a5e9-308cbe70c52c · outbound

This paper cites Orbit: A unified simulation framework for interactive robot learning environments.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Orbit: A unified simulation framework for interactive robot learning environments

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.897675Z digest=sha256:1f13bb92390d9ef12068a18b642a2791c6f585a5fde1cf437208b24ad35770db

Observation 12774284-c49b-4ded-97f8-502f681fbb5a · outbound

This paper cites Asynchronous methods for deep reinforce- ment learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Asynchronous methods for deep reinforce- ment learning

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.900833Z digest=sha256:9c7fbe56fa92e17827049f0fbf54d7cac9aaf5e048e9fbc2d7573f27e6150f3d

Observation 87c6bb6b-f948-4251-a13f-3d1bbbb4e51b · outbound

This paper cites SuFIA-BC: Generating High Quality Demonstration Data for Visuomotor Policy Learning in Surgical Subtasks.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound SuFIA-BC: Generating High Quality Demonstration Data for Visuomotor Policy Learning in Surgical Subtasks

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.903819Z digest=sha256:fc3b73b74de7f2655c38d01ef2f0ce72b06cb49fa6bfe079a3aeda30ed86921a

Observation b87052be-b5a0-45de-8ef6-d8ccdd014c7f · outbound

This paper cites Autonomic robotic ultrasound imaging system based on reinforcement learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Autonomic robotic ultrasound imaging system based on reinforcement learning

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.282286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.907175Z digest=sha256:9293d638e11509ebbcbdf0cf3211a4ad7588d6c12bae1a4562f2d980bee04e93

Observation 342c7d8d-e44a-41fc-acbc-5dccacade082 · outbound

This paper cites Fast and automatic bone segmentation and registration of 3d ultrasound to ct for the full pelvic anatomy: a comparative study.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Fast and automatic bone segmentation and registration of 3d ultrasound to ct for the full pelvic anatomy: a comparative study

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.272643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.910413Z digest=sha256:74d51b253d888250437cf97b4ea44a85fe9b60204c1b6689859a9915ad6d6116

Observation d40e2af7-133c-41b6-86be-a98f825ab4ab · outbound

This paper cites Ultrasound- guided robotic surgical procedures: a systematic review.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Ultrasound- guided robotic surgical procedures: a systematic review

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.263284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.913361Z digest=sha256:86b17f66149939ff960a928616848692cbf90fdc1d21472d498f771c0ee18f20

Observation 455863ee-64dc-4a11-b305-bef892dd06d6 · outbound

This paper cites Submodular rein- forcement learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Submodular rein- forcement learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.253865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.917032Z digest=sha256:ec47497ea2e4e426919cd110b551e52820258921429f6804621b49ff09e32bb0

Observation 7fbb86a8-7964-444f-bbb4-a71cd94ce797 · outbound

This paper cites Patient-specific 3d ultrasound simulation based on convolutional ray-tracing and appearance optimization.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Patient-specific 3d ultrasound simulation based on convolutional ray-tracing and appearance optimization

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.244071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.919812Z digest=sha256:86d024647f555ca95594b819c885a6b3ffac75c47cc78471d326cfb56c6a92f4

Observation 41fa6b37-133b-4ff8-b2e6-ac1ebf35602c · outbound

This paper cites Lapgym-an open source framework for reinforce- ment learning in robot-assisted laparoscopic surgery.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Lapgym-an open source framework for reinforce- ment learning in robot-assisted laparoscopic surgery

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.233964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.922896Z digest=sha256:5c8cb07044e25ef72f3dd15268788810720f66afe3ca115b0e6e8ed27c2192c7

Observation d25d20c9-fe3f-41d7-b009-4077df0b450a · outbound

This paper cites Surgical Gym: A high-performance GPU-based platform for reinforcement learning with surgical robots.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Surgical Gym: A high-performance GPU-based platform for reinforcement learning with surgical robots

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:06:31.053825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.925877Z digest=sha256:be9cac49ecb90d3307f6d80644678d229312b391971a34cdbecff150da2d2166

Observation 2575e03e-50b9-4f8b-bbf3-fc4f63687c9f · outbound

This paper cites Proximal policy optimization algorithms, 2017.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Proximal policy optimization algorithms, 2017

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.929159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.929159Z digest=sha256:dcf0d345a81e42dc36239a2b52bd8b32fc1b6f3c5a8f07aa594045ee5f48dc6b

Observation 9f5d7f19-35bf-40ad-923e-0e34be35aec2 · outbound

This paper cites skrl: Modular and flexible library for reinforcement learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound skrl: Modular and flexible library for reinforcement learning

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.219231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.932809Z digest=sha256:638794a9662c3ca1d1e9ecc8583600c28315ded3dfe1df4ed4e922a95cf4a813

Observation 81c26f88-dd05-4377-9789-6d708d48c815 · outbound

This paper cites Real-time simulation of medical ultrasound from ct images.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Real-time simulation of medical ultrasound from ct images

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.210264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.936058Z digest=sha256:04596065bd739a3e6df64651861d216d7e7a63ba9377d87c5fcb5238d887840c

Observation 6f465a62-c3b5-419a-9848-62668beb982c · outbound

This paper cites Learning structured output representation using deep conditional generative models.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Learning structured output representation using deep conditional generative models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.939026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.939026Z digest=sha256:a27856715ce101c58126501778b09592910732af9dfe2bb358ddde5a7bdbddc0

Observation d13e2788-cfca-4fea-b697-3791459eb0b6 · outbound

This paper cites S-cyclegan: Semantic segmentation enhanced ct-ultrasound image-to-image translation for robotic ultrasonography.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound S-cyclegan: Semantic segmentation enhanced ct-ultrasound image-to-image translation for robotic ultrasonography

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.195746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.941872Z digest=sha256:46f8527b986946833bc7da8bdea57eefe67e4483ef555294bf51e613f9ccd131

Observation dedc5320-1a75-4ed7-a268-9b57b33665c2 · outbound

This paper cites Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.186596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.945718Z digest=sha256:fd75f01a143762ac28550dbc9c0211c7298c2c17dafb9b9b4b06a116e7251311

Observation 303370c5-1f72-4d13-9881-93ea0b3b1a2c · outbound

This paper cites Sim-to-Real: Learning Agile Locomotion For Quadruped Robots.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Sim-to-Real: Learning Agile Locomotion For Quadruped Robots

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.948851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.948851Z digest=sha256:cfff61840048993a2e6a6f472da69058bb6d90222fe66e05f7d28b637bdb9b6c

Observation 53d7a83c-5a53-4a44-a363-dcc6f271e8c8 · outbound

This paper cites Mujoco: A physics engine for model-based control.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Mujoco: A physics engine for model-based control

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.952374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.952374Z digest=sha256:2055d18fc33e6439e6c5248af40c8ee2380b8cfd63d374a03c33c11c644e684a

Observation 18b1cd25-15df-4876-98fe-6b2f132f4f2a · outbound

This paper cites Robotic path re-planning for us reconstruction of the spine.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Robotic path re-planning for us reconstruction of the spine

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.172147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.955185Z digest=sha256:4fe1c243952eb950d5545ad7925ef9c4e5f42261cf7171d3498ade3ec2e6b87c

Observation b28de1cc-a286-4254-93dd-cccc9e797a6f · outbound

This paper cites Attention is all you need.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Attention is all you need

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.958141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.958141Z digest=sha256:4a0ae5b8dc87d373fa2c11b21d20d5f0c8e1da2a1ad04296c43f827f9e1b0b98

Observation a314e9cf-89ea-42fd-ab32-b5fb6e4bdcbe · outbound

This paper cites Follow the curve: Robotic ultrasound navigation with learning-based localization of spinous processes for scoliosis assessment.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Follow the curve: Robotic ultrasound navigation with learning-based localization of spinous processes for scoliosis assessment

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.156054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.962421Z digest=sha256:cce798b701e00119e543dda635a5b6c60a712cd43a09de68e800e7e170c17f93

Observation ae4af1a0-6bbb-40e7-a296-dec72779f1a8 · outbound

This paper cites Totalseg- mentator: robust segmentation of 104 anatomic structures in ct images.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Totalseg- mentator: robust segmentation of 104 anatomic structures in ct images

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.146084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.965509Z digest=sha256:da94a264f65927eca87b5b367849cd069bf0a3e43b154c34ed979d81be2b77b7

Observation b1516d03-c149-4e06-a49f-b90651dacc56 · outbound

This paper cites UltraBones100k: A reliable automated labeling method and large-scale dataset for ultrasound-based bone surface extraction.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound UltraBones100k: A reliable automated labeling method and large-scale dataset for ultrasound-based bone surface extraction

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:06:31.029962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.968473Z digest=sha256:971cb01fa21fca5901c7547c292b8443be2aac0f06113a35a1ce4dc4bd692951

Observation 72853c4f-101d-4276-875e-44b16401b070 · outbound

This paper cites Surrol: An open-source reinforcement learning centered and dvrk compatible platform for surgical robot learning.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Surrol: An open-source reinforcement learning centered and dvrk compatible platform for surgical robot learning

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.136129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.972617Z digest=sha256:a5179ca070877d0f04bbddd49f0fb72eeeea29006ba0373563f1d600cceeca6b

Observation 8ed9ed5c-7b62-44a6-8ddd-f493074af38e · outbound

This paper cites Orbit-surgical: An open-simulation framework for learning surgical augmented dexterity.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Orbit-surgical: An open-simulation framework for learning surgical augmented dexterity

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.125516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.975620Z digest=sha256:4751d24f53d490ee5e73dace0ddc18e0d7f2b3ecb89951a1dfc5c719cda695fd

Observation dfbda450-2985-416a-b8c9-d3b4d249eea5 · outbound

This paper cites Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:30.978686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:06:30.978686Z digest=sha256:1a289de6de7a9c16b7dcf0802a598bba632449588867417d34eb81bf169b1da2

Observation 3b229d81-87f9-4d67-bf1d-d968e98958ff · outbound

This paper cites State-wise constrained policy optimization, 2024.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound State-wise constrained policy optimization, 2024

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:06:31.115597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.981884Z digest=sha256:389850692eb5c6df516a03bbb20e9946d2efa4727d1b2cf515a1d6330cbb008b

Observation e0db3e9c-5afd-4622-9aa4-adfa86688b6c · outbound

This paper cites Unpaired image-to-image translation using cycle-consistent adversarial networks.

SonoGym: High Performance Simulation for Challenging Surgical Tasks with Robotic Ultrasound Unpaired image-to-image translation using cycle-consistent adversarial networks

Reference 58

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T21:06:31.105134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T21:06:30.985200Z digest=sha256:debcb496c13801ea20f7164f263b822b1ef60704c30666e57811f98bb00d4309

Pith citing papers

No inbound Pith citation observations are available.