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Arms, humanoids, hands, sensors, and compute: a buyer's guide from SO-101 to Jetson Thor.

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The machines you can point a policy at in 2026 split into five families: arms, humanoids, hands, tactile sensors, and the compute that closes the control loop. The price spread is the story. A self-build SO-101 arm costs about $122 in parts TheRobotStudio 2026. A Unitree H2 humanoid ships for $29,900 Unitree Robotics 2026. Boston Dynamics will not sell you an Atlas at any price, and Tesla has no Optimus 3 price to quote because there is no product to buy RoboZaps 2026. Between those poles sits an actual market with dated prices, disclosed degrees of freedom, and sourcing states you can plan around. This module collects the market into one filterable guide of 40 entries, and every number that nobody publishes stays visibly empty rather than estimated.

$122
entry arm
US BOM, one SO-101 arm
$1,400
entry humanoid
Bumi presale at ¥9,998
56
humanoid DoF
Atlas (Electric), continuous joints
2,070
edge compute
FP4 TFLOPS, Jetson Thor T5000

The buyer's guide

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40 of 40 entries

40 hardware entries across arms, humanoids, hands, sensors, and compute. Figures a source does not publish are marked not disclosed and always sort last; every listed price carries an as-of date. Price buckets use the low end of a range.
AvailabilityDistinctionSource
SO-101 (self-build)TheRobotStudio / Hugging FaceArm$122as of Aug 2026 · US BOM for one follower arm, including accessories65 arm joints + 1 gripperOrderableSelf-build; kits from community vendorsLeRobot flagship; STS3215 servos, 3D-printed structuregithub.com
SO-ARM101 Pro (unassembled)Seeed StudioArm$295as of Aug 2026 · Servo kit plus printed parts; 2-3 h assembly65 arm joints + 1 gripper; 500 g payloadOrderableShips from Seeed12-bit magnetic encoders; camera includedwww.seeedstudio.com
SO-ARM101 Pro (assembled)Seeed StudioArm$299as of Aug 2026 · Factory assembled kit65 arm joints + 1 gripper; 500 g payloadOrderableShips from SeeedReady to run; same hardware as the unassembled kitwww.seeedstudio.com
Koch v1.1LeRobot communityArm$250-$300as of Jun 2026 · Community BOM; Dynamixel-based66 servos per arm (4x XL330-M288 + 2x XL430-W250, gripper included)OrderableSelf-build or community-assembledThe classic LeRobot arm designhuggingface.co
WidowX AITrossen RoboticsArm$4,545as of Aug 2026 · Listed at $4,545.9561.5 kg payload, 700 mm reach, 1 mm repeatabilityOrderableShips; leader or follower configurationSingle-arm teleoperation entry point; LeRobot + OpenPI nativewww.trossenrobotics.com
Solo AITrossen RoboticsArm$11,385as of Aug 2026 · Listed at $11,385.95not disclosedOrderableShips; single-arm workstation500 Hz CAN FD control, iNerve boardwww.trossenrobotics.com
Stationary AITrossen RoboticsArm$23,995as of Aug 2026 · Listed at $23,995.95not disclosedOrderableShips; dual-arm workstationBimanual station; direct ALOHA lineagewww.trossenrobotics.com
Mobile AITrossen RoboticsArm$33,695as of Aug 2026 · Listed at $33,695.95not disclosedOrderableShips; dual arms on a mobile baseMobile ALOHA-style whole-body teleoperation rigwww.trossenrobotics.com
ALOHA 2Stanford / Trossen RoboticsArmnot disclosedCommunity issue (researched Jun 2026): ALOHA / ALOHA 2 ~ $17k-32k; currency code, configurations and inclusions/exclusions not itemized; not a vendor quoteCommunity estimate (Jun 2026)not disclosedOrderableOrderable via TrossenThe ACT platform; the rig behind Mobile ALOHAwww.trossenrobotics.com
Reachy 2Pollen RoboticsArm$70,000as of Jun 2026 · Full humanoid torso platform147 DoF per arm (two arms); omnidirectional mobile base optionalOrderableOrderableLeRobot-native humanoid torso for teleoperation researchpollen-robotics.com
Franka Emika PandaFranka RoboticsArmnot disclosed7not disclosedResearch workhorse; sourcing details vary by regionThe DROID platform: 76,000 trajectories from 13 institutionsdroid-dataset.github.io
Jetson Thor T5000NVIDIAComputenot disclosednot disclosedOrderableVia NVIDIA partners; module pricing not published2,070 FP4 TFLOPS; 128 GB LPDDR5X at 273 GB/s; 40-130 Wwww.nvidia.com
Jetson Thor T4000NVIDIAComputenot disclosednot disclosedOrderableVia NVIDIA partners; module pricing not published1,200 FP4 TFLOPS; 64 GB; 40-70 Wwww.nvidia.com
GeForce RTX 4090NVIDIAComputenot disclosednot disclosedOrderableWorkstation cardVLA-Perf config: 24 GB, 1,008 GB/s; predicted pi0 inference 32.2 Hz, no network. Price not established by this source.arxiv.org
A100 80 GBNVIDIAComputenot disclosednot disclosedOrderableServer training and inferenceVLA-Perf config: 80 GB, 2,039 GB/s; predicted pi0 inference 61.7 Hz, no network. Price not established by this source.arxiv.org
H100 80 GBNVIDIAComputenot disclosednot disclosedOrderableServer training and inferenceVLA-Perf config: 80 GB, 3,350 GB/s; predicted pi0 inference 162.5 Hz, no network. Price not established by this source.arxiv.org
B100NVIDIAComputenot disclosednot disclosednot disclosedLimited availability as of Aug 2026VLA-Perf config: 192 GB, 8,000 GB/s; predicted pi0 inference 314.4 Hz, no network. Price not established by this source.arxiv.org
LEAP HandCarnegie Mellon University (open hardware)Hand$2,000as of 2023 · Build cost from catalog parts at publication16OrderableOpen hardware; self-build in about 4 hoursRoughly one eighth the cost of the Allegro Handv1.leaphand.com
NEO hand1X TechnologiesHandnot disclosed22Per hand; 25-DoF revision announced Jul 2026PreorderBundled with the NEO; not sold separatelyTendon-driven; people-blurring teleoperation assistancewww.1x.tech
Unitree Dex3-1Unitree RoboticsHandnot disclosed7Active DoF per hand; optional wrist adds 2Contact salesG1 EDU optionThree-finger force-controlled hand; optional tactile arraywww.unitree.com
Figure 03 handFigure AIHandnot disclosednot disclosedNot for saleIntegrated with Figure 03Embedded palm camera per handwww.figure.ai
Unitree H2 dexterous handUnitree RoboticsHandnot disclosednot disclosedContact salesH2 EDU option; multiple hand models offerednot disclosedwww.unitree.com
Unitree R1Unitree RoboticsHumanoid$4,900-$5,900as of Jul 2026 · Range across configurationsnot disclosedOrderableShipping123 cm, ~27-29 kg; the education and hobby tierblog.robozaps.com
Unitree G1Unitree RoboticsHumanoid$13,500as of Aug 2026 · Base model; EDU configuration is quote-only2323-43 DoF in the EDU configurationOrderableOrderable; backordered132 cm, ~35 kg; the default GR00T validation platformwww.unitree.com
Unitree H2Unitree RoboticsHumanoid$29,900as of Aug 2026316 per leg, 7 per arm, 3 waist, 2 headOrderableShipping182 cm, ~70 kg; 360 N·m leg joints, 2070 TOPS onboardwww.unitree.com
1X NEO1X TechnologiesHumanoid$20,000as of Jul 2026 · Or $499/month; $200 refundable deposit22Per hand; 25-DoF revision announced Jul 2026PreorderUS deliveries promised by end of 2026168 cm, 30 kg; tendon-driven soft body, Jetson Thor onboardwww.1x.tech
Noetix BumiNoetixHumanoid$1,400as of Jul 2026 · Launch price ¥9,998 at July 2026 conversionnot disclosedPreorderDelivery date unconfirmed94 cm, 12 kg; STEM education focusblog.robozaps.com
EngineAI SE01EngineAIHumanoid$12,000as of Jul 2026 · Launch price ¥88K at July 2026 conversionnot disclosedOrderableAvailable170 cm, ~55 kgblog.robozaps.com
Fourier GR-3Fourier IntelligenceHumanoid$27,500as of Jul 2026 · Priced above ¥200K at July 2026 conversionnot disclosedOrderableB2B shipping165 cm, 71 kg; care and healthcare focusblog.robozaps.com
LimX OliLimX DynamicsHumanoid$21,800as of Jul 2026 · Starting pricenot disclosedOrderableOrders open165 cm, ≤55 kg; positioned as a research platformblog.robozaps.com
Agility DigitAgility RoboticsHumanoidnot disclosednot disclosedContact salesRobot-as-a-service; no list price175 cm, ~65 kg; 16 kg payload, deployed at GXOblog.robozaps.com
Atlas (Electric)Boston DynamicsHumanoidnot disclosed56Continuous rotation at key jointsContact salesAll 2026 builds committed to Hyundai and Google DeepMind1.9 m, 90 kg; 50 kg instant payload, IP67bostondynamics.com
Figure 03Figure AIHumanoidnot disclosednot disclosedNot for saleFleet production; not sold individuallyPalm camera per hand; 2 kW wireless charging through the feetwww.figure.ai
AgiBot A2AgiBotHumanoidnot disclosed40Officially 40+Contact salesContact sales169 cm, 69 kg; 700 Wh swappable batteryblog.robozaps.com
UBTECH Walker S2UBTECH RoboticsHumanoidnot disclosed52Press-reported; not an official datasheet figureContact salesEnterprise sales; mass production since Nov 2025Autonomous battery hot-swap in about 3 minutesblog.robozaps.com
Tesla Optimus 3TeslaHumanoidnot disclosednot disclosedNot for saleNot commercialized; no current official spec sheetnot disclosedblog.robozaps.com
GelSight MiniGelSightSensor$500as of 2025 · Retail price reported in the IEEE T-RO tactile outlooknot disclosedOrderableCommercial productOptical tactile sensing; high-resolution contact geometrywww.gelsight.com
DIGITMeta FAIRSensor$350as of 2025 · Retail price reported in the IEEE T-RO tactile outlooknot disclosedOrderableOpen hardware design at digit.mlCompact optical fingertip sensor; widely replicateddigit.ml
Digit 360Meta FAIR / GelSightSensornot disclosednot disclosedOrderableManufactured by GelSight360° optical coverage; 1 mN forces; over 8M taxelsai.meta.com
AnySkinNYU / CMU (open source)Sensornot disclosednot disclosedOrderableOpen source; inexpensive to buildMagnetic skin; policies transfer across replacement instancesany-skin.github.io

Three reading rules. Filters compose, so "preorder humanoids in the $1k-$10k band" is two clicks; the table answers it with exactly one row, the Bumi presale. Switch the category filter to Hands and the readout falls to five entries with one price between them, which is the standalone hand market rather than a gap in the table. Price buckets use the low end of supported USD ranges. ALOHA 2 instead sits under “not disclosed”: the community estimate does not establish a configuration-specific USD list or quoted price. And every listed price carries an as-of date, because hardware pricing moved several times in 2026 alone, and a price without a date is already stale. A "not disclosed" cell marks a figure the source does not publish, and those cells sort last and filter separately by design.

Arms, from $122 to $70,000

The low end belongs to the LeRobot ecosystem. The SO-101 is a 3D-printed arm with six degrees of freedom, five joints plus a gripper, built from STS3215 servos; the community BOM for one follower arm totals $121.94 in the US column, $110.94 of that in core parts (six STS3215 servos, control board, cable, and power supply) before the clamp and tools TheRobotStudio 2026. Seeed Studio sells the SO-ARM101 Pro line around it: $295 unassembled, $299 assembled, both with 12-bit magnetic encoders and a 500 g payload Studio 2026. The older Koch v1.1 design still circulates at $250-$300 on Dynamixel servos alpibrusl 2026. The LeRobot software stack runs ACT, π0, and SmolVLA policies on all of them, which is what makes a $299 kit a research instrument instead of a toy Face 2026.

A tier up, Trossen Robotics rebranded its ALOHA line as Trossen AI in 2025-2026. The WidowX AI single-arm teleop rig lists at $4,545.95 with a 1.5 kg payload and 700 mm reach across six degrees of freedom, and the Mobile AI bimanual-on-wheels rig at $33,695.95, with the Solo AI and Stationary AI at $11,385.95 and $23,995.95 between them Trossen Robotics 2026. All of them run 500 Hz CAN FD control with the iNerve board and integrate LeRobot and OpenPI Trossen Robotics 2026. The ALOHA 2 itself, the bimanual rig behind ACT Zhao 2023 and Mobile ALOHA Fu 2024, has no configuration-specific USD quote established by the cited source. The June 2026 community issue groups “ALOHA / ALOHA 2” at about $17k-32k without itemizing currency code, configurations, or included hardware alpibrusl 2026. At the top of the category, Pollen Robotics' Reachy 2 humanoid torso goes for about $70,000 alpibrusl 2026.

One arm in the guide carries no price at all: the Franka Emika Panda, the seven-DoF platform behind DROID's 76,000 trajectories Khazatsky 2024. It remains the research workhorse, and sourcing it is a conversation rather than a checkout.

A white seven-axis Franka Emika Panda robot arm mounted on a demonstration table at CeBIT 2017, guided by hand above trays of small parts.
The Franka Emika Panda, the seven-DoF research arm, demonstrated at CeBIT 2017 with a human guiding it by hand.
Photo: Ims / Wikimedia Commons. Licence: CC BY-SA 4.0.

Humanoids: shipping beat shouting

Omdia counts about 13,000 humanoids shipped in 2025 RoboZaps 2026. The dispute over who led says everything about the market's maturity: Omdia puts AgiBot first at 5,168 units and a 39% share, while Unitree self-reports more than 5,500 and disputes the ranking RoboZaps 2026. Read both numbers as an order of magnitude.

Unitree owns the priced ladder. The R1 education robot runs $4,900-$5,900 across configurations. The G1 lists at $13,500 for the base model with 23 DoF; the EDU configuration spans 23-43 DoF and is available by quote Unitree Robotics 2026. It is also one of the two validation platforms for NVIDIA's GR00T line, alongside AgiBot's Genie-1 RoboZaps 2026. The H2 ships at $29,900 with 31 DoF (six per leg, seven per arm, three waist, two head), 360 N·m leg joints, and a 2,070 TOPS onboard chip Unitree Robotics 2026. 1X prices the NEO at $20,000 outright or $499 a month against a $200 refundable deposit, with US deliveries promised by the end of 2026; the order page lists 22 DoF per hand, and a 25-DoF revision was announced on July 9, 2026 1X Technologies 2026 1X 2026. Noetix's Bumi opened presale at ¥9,998, about $1,400 at July 2026 conversion, with delivery still unconfirmed; EngineAI's SE01 launched at ¥88K (about $12,000), Fourier's GR-3 prices above ¥200K (about $27,500), and LimX's Oli takes orders from $21,800 RoboZaps 2026.

The flagship tier publishes specs but not prices. Boston Dynamics' electric Atlas carries 56 DoF with continuous rotation at key joints, a 50 kg instant payload, IP67, and a 4-hour swappable battery, and every 2026 build is already committed to Hyundai and Google DeepMind Dynamics 2026. Figure 03 is in fleet production with an embedded palm camera per hand and 2 kW wireless charging through its feet, and Figure builds it for high-volume manufacturing at its BotQ facility Figure AI 2025. Agility sells Digit as a service with a 16 kg payload and deployments at GXO; UBTECH's Walker S2 hot-swaps its own batteries in about three minutes; AgiBot's A2 lists 40+ DoF; and Tesla's Optimus 3 has neither a price nor a current spec sheet RoboZaps 2026.

The shakeout around them is real. K-Scale Labs shut down in November 2025, Cartwheel Robotics in February 2026, Sanctuary AI pivoted to software in June, and Amazon acquired Fauna Robotics in March RoboZaps 2026. The companies still standing are the ones with shipping robots in this table.

The 2013 DARPA Atlas humanoid robot stands facing forward with its exposed metal frame, hydraulic lines, and stereo camera head visible.
The original Atlas humanoid, built for the 2013 DARPA Robotics Challenge: hydraulically actuated, tethered, with its frame and sensor head exposed. The electric Atlas discussed above is its clean-sheet successor.
Photo: DARPA / Wikimedia Commons. Licence: Public domain.

Hands ship bundled, not shelved

Dexterous hands almost never sell as standalone products; they ride along with the robot. The open exception is the LEAP Hand from CMU: 16 DoF, buildable in about four hours from catalog parts at a cost of $2,000, roughly one eighth the price of the Allegro Hand it was benchmarked against Shaw 2023.

Everywhere else, hand specs surface inside robot listings. The NEO's hands carry 22 DoF each, with the 25-DoF revision on the way 1X Technologies 2026. Unitree's Dex3-1, an option on the G1 EDU, has seven active DoF per hand (three thumb, two index, two middle) with an optional tactile array Unitree Robotics 2026. The H2's dexterous hands are EDU-only options in several models Unitree Robotics 2026. Figure 03 integrates a palm camera into each hand but discloses no hand DoF Figure AI 2025. If you want a hand to mount on your own arm in 2026, LEAP is essentially the whole catalog.

Sensors: touch is the missing channel

The datasets that generalist policies train on ship vision and proprioception; DROID's rig is a Franka with three cameras and no touch sensing at all Khazatsky 2024. AgiBot World is the counterexample worth naming: its humanoids carry visuo-tactile sensors alongside the camera rig, which makes it one of the few million-trajectory corpora with a touch channel AgiBot-World-Contributors 2025. The hardware is not the reason the channel stayed rare. A 2025 outlook in IEEE Transactions on Robotics puts the blame on structure: divergent transduction methods with no standardized evaluation framework, durability failures in real conditions, and temperature sensitivity and hysteresis in the sensing materials themselves Luo 2025. Sensors also add cost and failure modes to collection rigs, and few policy architectures take tactile input natively Luo 2025.

Four sensors anchor the accessible tier, and two of them are priced in three digits. GelSight Mini brings optical tactile sensing with high-resolution contact geometry to a commercial product and retails at $500 Luo 2025. DIGIT, Meta FAIR's compact optical fingertip, is an open design with public files and a broad replication record, and retails at $350 Lambeta 2020 Luo 2025. Its successor Digit 360 wraps the fingertip in 360° of optical coverage, resolves forces down to 1 mN across more than eight million taxels, and ships through GelSight under a manufacturing partnership announced in October 2024 Meta AI 2024. AnySkin takes the magnetic route: a soft, inexpensive skin whose learned policies transfer across replacement sensor instances without recalibration, the first uncalibrated tactile sensor to report that Bhirangi 2024.

Compute: closing the loop

NVIDIA built Jetson Thor specifically for this market. The T5000 module delivers 2,070 sparse FP4 TFLOPS with 128 GB of LPDDR5X at 273 GB/s on a 14-core Neoverse-V3AE CPU, in a 40-130 W envelope, rated 7.5x the performance of the AGX Orin it replaces; the T4000 trims that to 1,200 TFLOPS and 64 GB NVIDIA 2026. Both are orderable through NVIDIA partners, and neither carries a published module price. The strongest signal that edge inference is the intended deployment path for humanoids is hardware: the 1X NEO's onboard computer is a Jetson Thor running at up to 2,070 FP4 TFLOPS 1X Technologies 2026.

VLA-Perf’s roofline model predicts π0 inference at 19.0 Hz on Jetson Thor, 32.2 Hz on RTX 4090, 61.7 Hz on A100, 162.5 Hz on H100 and 314.4 Hz on B100, without network latency Jiang 2026. These are batch-one analytical predictions for the 2.7B π0 baseline, not measurements from running the policy on all five GPUs. The setup uses three 224×224 cameras, 32 language tokens (800 input tokens total), 14 action dimensions, chunk size 50 and 10 denoising steps, with BF16 or FP16 where BF16 is unsupported. The study excludes sensor and robot execution latency and distinguishes inference frequency from action execution frequency. Sixteen times the throughput across the range, and the edge module sits at the bottom of it.

In the B100 sweep, increasing denoising steps from 10 to 50 at chunk size 50 raises action-expert latency 5× and total VLA latency 2.15×. Increasing chunk size from 50 to 250 at 10 steps raises expert latency 40% and total latency 11% Jiang 2026. These are different sensitivities, not proportional end-to-end throughput or zero chunk-size cost.

The GPU rows use the paper’s Table 10 configurations: RTX 4090 with 24 GB and 1,008 GB/s, A100 with 80 GB and 2,039 GB/s, H100 with 80 GB and 3,350 GB/s, and B100 with 192 GB and 8,000 GB/s Jiang 2026. Memory bandwidth is in gigabytes per second, not the network table’s gigabits per second. These are the study’s configurations, not specifications for every SKU. Its modeled Thor bandwidth is 270 GB/s; that should not replace the separate vendor specification above.

This performance-study source does not establish a vendor price for any of these four GPU configurations. Their price fields remain “not disclosed” in this source scope, not because no manufacturer or seller publishes prices. No replacement price or market-wide absence claim is inferred. The latency budgets are developed in Real-Time Execution.

How to read these prices

Three rules. First, the as-of date: prices in this guide were observed between June and August 2026, except the LEAP Hand's $2,000, which is its build cost at 2023 publication, and hardware pricing moved repeatedly during the year. Second, currency: yuan figures are converted at July 2026 rates, and the table note keeps the original amount so the conversion is auditable. Third, honest gaps: read each missing value in its stated source scope. For the four GPU rows, a null price means this cited performance study does not establish a vendor price; it is not a claim about every seller. Tesla has released no Optimus 3 spec sheet, NVIDIA publishes no Thor module price, and Boston Dynamics does not sell Atlas. Those cells stay empty on purpose.

See also

  • Teleoperation Rigs

    ALOHA, GELLO, UMI, and VR teleop: cost, data quality, throughput, and the embodiment gap.

  • The Data Bottleneck

    Robot-hours versus LLM tokens: the log-log reality of embodied data and teleop-farm economics.

  • Industrial Deployment

    The installed base robot learning is trying to enter, and the jam-rate arithmetic that decides whether a 99 percent cell ships.

  • Kinematics

    Forward and inverse kinematics, DH parameters, and the Jacobian; the theory behind the 3D playground.

Linked from

  • Teleoperation Rigs

    ALOHA, GELLO, UMI, and VR teleop: cost, data quality, throughput, and the embodiment gap.

  • Industrial Deployment

    The installed base robot learning is trying to enter, and the jam-rate arithmetic that decides whether a 99 percent cell ships.

  • Safety and Assurance

    Industrial robotics can certify a control system but not a learned policy, so what ships is a verifiable safety layer wrapped around an unverifiable one.

References

  1. TheRobotStudio, 2026.

    https://github.com/TheRobotStudio/SO-ARM100

  2. Seeed Studio, 2026.

    https://www.seeedstudio.com/SO-ARM-101-Assembled-Kit-Pro-p-6691.html

  3. alpibrusl, 2026.

    https://github.com/alpibrusl/lex-robot/issues/3

  4. Hugging Face, 2026.

    https://huggingface.co/docs/lerobot/index

  5. Trossen Robotics, 2026.

    https://www.trossenrobotics.com/ai

  6. Tony Z. Zhao, Vikash Kumar, Sergey Levine, Chelsea Finn, RSS 2023.

    https://arxiv.org/abs/2304.13705

  7. Zipeng Fu, Tony Z. Zhao, Chelsea Finn, 2024.

    https://arxiv.org/abs/2401.02117

  8. Alexander Khazatsky, Karl Pertsch, Suraj Nair, 2024.

    https://arxiv.org/abs/2403.12945

  9. AgiBot-World-Contributors, Qingwen Bu, Jisong Cai, Li Chen, Xiuqi Cui, Yan Ding, Siyuan Feng, Shenyuan Gao, and 44 more, 2025.

    https://arxiv.org/abs/2503.06669

  10. RoboZaps, 2026.

    https://blog.robozaps.com/b/best-humanoid-robots

  11. Unitree Robotics, 2026.

    https://www.unitree.com/g1/

  12. Unitree Robotics, 2026.

    https://www.unitree.com/H2/

  13. 1X Technologies, 2026.

    https://www.1x.tech/neo

  14. 1X, 2026.

    https://www.1x.tech/discover/1x-world-model-lab

  15. Boston Dynamics, 2026.

    https://bostondynamics.com/products/atlas/

  16. Figure AI, 2025.

    https://www.figure.ai/news/introducing-figure-03

  17. Kenneth Shaw, Ananye Agarwal, Deepak Pathak, RSS 2023.

    https://arxiv.org/abs/2309.06440

  18. Shan Luo, Nathan F. Lepora, Wenzhen Yuan, Kaspar Althoefer, Gordon Cheng, Ravinder Dahiya, IEEE Transactions on Robotics (accepted), 2025.

    https://arxiv.org/abs/2508.11261

  19. Mike Lambeta, Po-Wei Chou, Stephen Tian, Brian Yang, Benjamin Maloon, Victoria Rose Most, Dave Stroud, Raymond Santos, and 4 more, IEEE RA-L, 2020.

    https://arxiv.org/abs/2005.14679

  20. Raunaq Bhirangi, Venkatesh Pattabiraman, Enes Erciyes, Yifeng Cao, Tess Hellebrekers, Lerrel Pinto, 2024.

    https://arxiv.org/abs/2409.08276

  21. NVIDIA, 2026.

    https://www.nvidia.com/en-us/autonomous-machines/embedded-systems/jetson-thor/

  22. Wenqi Jiang, Jason Clemons, Karu Sankaralingam, Christos Kozyrakis, 2026.

    https://arxiv.org/abs/2602.18397

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