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Paper Citation Record · LEDGER

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation

As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2506.08856.

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

pith.paper-citation-record.v1
2506.08856 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:10:10.466437Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

38 of 38 outbound references displayed

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  • verified fuzzy37
  • unresolved1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4cf88fe0-bbd6-4338-b02b-38e06f419128 · outbound

This paper cites Robotic grasping and contact: A review,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Robotic grasping and contact: A review,

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 1eae12b3-3579-4eba-b793-09870bde26aa · outbound

This paper cites Trends and challenges in robot manipula- tion,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Trends and challenges in robot manipula- tion,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:11.081187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 7d5e395e-c09f-4ab6-be1d-2bd5979b69d8 · outbound

This paper cites Autogpt+ p: Affordance- based task planning using large language models,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Autogpt+ p: Affordance- based task planning using large language models,

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 41c75d9b-5eb3-41f3-9e78-26cbf907108a · outbound

This paper cites Data-driven grasp synthesis—a survey,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Data-driven grasp synthesis—a survey,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:11.048276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 9486054f-e1c6-44cd-9b2b-ae9dfc4618ea · outbound

This paper cites ConstructingL ∞ voronoi diagrams in 2d and 3d,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation ConstructingL ∞ voronoi diagrams in 2d and 3d,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:11.032487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 85e89c37-5acf-4dc8-ae80-61883a9085b3 · outbound

This paper cites Multi-fingered dynamic grasping for unknown objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Multi-fingered dynamic grasping for unknown objects,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:11.017658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 60689a35-f057-4555-bc8f-12ec31706d1d · outbound

This paper cites Delaunay triangulations of closed eu- clidean d-orbifolds,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Delaunay triangulations of closed eu- clidean d-orbifolds,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.996655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.313426Z digest=sha256:9c19d4e977ac9e9b01846f2fb91c6dde8f7fd6deb710d61ea0ebe44f8efbba82

Observation ee2ee0fc-a5d6-47b6-94fa-22fa96e53c7e · outbound

This paper cites Independent contact regions based on a patch contact model,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Independent contact regions based on a patch contact model,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.981974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.317984Z digest=sha256:c3e4c4115c6ace719c2c7712da5bb880b82b080bf01a677b2f18334ae4955154

Observation ef30accf-684a-4efb-adf0-54d4ee7907bc · outbound

This paper cites Fast and flexible determination of force- closure independent regions to grasp polygonal objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Fast and flexible determination of force- closure independent regions to grasp polygonal objects,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.966366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation fd9aaea1-6344-45e5-b664-b8ee6f7a21d0 · outbound

This paper cites On the largest empty axis-parallel box amidst n points,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation On the largest empty axis-parallel box amidst n points,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.951257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 51619c65-c1fd-485d-b0be-7abd856a6b30 · outbound

This paper cites Dexgangrasp: Dexterous generative adversarial grasping synthesis for task-oriented manipulation,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Dexgangrasp: Dexterous generative adversarial grasping synthesis for task-oriented manipulation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.935971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.332094Z digest=sha256:b2312af417910cdea87b79c62e3ea05860562b77808f648295bcf6c2f8a26fff

Observation 413702a5-78bc-4833-b934-352d32f513f0 · outbound

This paper cites Planning optimal grasps.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Planning optimal grasps

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.919644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 72a50097-eb9d-4605-a90a-b63d86cd9d0e · outbound

This paper cites Integrated grasp and motion planning using independent contact regions,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Integrated grasp and motion planning using independent contact regions,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.905016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.341652Z digest=sha256:25fa963a468fe37b18ed333cb97fd31eab84955bf092cf0ed0cf547198595347

Observation dd986e69-b032-44ca-bd83-832767cf82c1 · outbound

This paper cites Projections onto order simplexes,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Projections onto order simplexes,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.891131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 79d2497b-9b5d-43b7-9872-558e426be127 · outbound

This paper cites Structural synthesis and optimisation of a robotic gripper using generative ai design,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Structural synthesis and optimisation of a robotic gripper using generative ai design,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.876897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ffd5ed45-29ca-4dd6-bfc9-95fbfea6c9d6 · outbound

This paper cites In-hand rolling motion planning using independent contact region (ICR) with guaranteed grasp qu ality margin,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation In-hand rolling motion planning using independent contact region (ICR) with guaranteed grasp qu ality margin,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.861033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 41ffa587-4a2f-4a71-8e9a-13305161c11a · outbound

This paper cites Adaptive fingers coordination for robust grasp and in-hand manipulation under disturbances and unknown dynamics,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Adaptive fingers coordination for robust grasp and in-hand manipulation under disturbances and unknown dynamics,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.846619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.360223Z digest=sha256:719f660726637ca93e1cb2c7ca0b3257939d2bfebf75c863c6419b2ca1bf23a9

Observation e03f8006-a7d8-43dc-a897-d2df32761003 · outbound

This paper cites On the efficient computation of independent contact regions for force closure grasps,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation On the efficient computation of independent contact regions for force closure grasps,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.831846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 2c5bcf6f-85af-43b5-898e-f3f88614c8bc · outbound

This paper cites Big holes in big data: A monte carlo algorithm for detecting large hyper-rectangles in high dimensional data,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Big holes in big data: A monte carlo algorithm for detecting large hyper-rectangles in high dimensional data,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.816729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation a63e22c4-ed8e-4bf9-b8ef-55a53694631a · outbound

This paper cites Leveraging pre- trained latent representations for few-shot imitation learning on an anthropomorphic robotic hand,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Leveraging pre- trained latent representations for few-shot imitation learning on an anthropomorphic robotic hand,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.800793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 622473c9-e2c0-4663-bf67-f9c206e4f72b · outbound

This paper cites The synthesis of stable force-closure grasps,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation The synthesis of stable force-closure grasps,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.785843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ea2f4c2b-fa5a-4bd0-a8bc-24985bd3b7a1 · outbound

This paper cites Constructing force-closure grasps,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Constructing force-closure grasps,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.766568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 560a40fa-e34e-4aa8-b493-9e2039d28258 · outbound

This paper cites Regrasp planning for a 5-fingered hand manipulating a polyhedron,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Regrasp planning for a 5-fingered hand manipulating a polyhedron,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.750087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.390452Z digest=sha256:87be4e8b9f83e113b83589da0b8c8ab0222a65b8e1a9aadc8908dad52cf676bb

Observation 1a1a4f19-bd73-4787-9328-8d569a5f23fe · outbound

This paper cites Optimal independent contact regions for two-fingered grasping of polygon,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Optimal independent contact regions for two-fingered grasping of polygon,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.733893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 803bb36a-b5c9-42db-b90d-7db88d2bae91 · outbound

This paper cites Parallel methods for synthesizing whole-hand grasps from generalized prototypes,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Parallel methods for synthesizing whole-hand grasps from generalized prototypes,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.716698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ad557c7f-fdc2-4540-a775-fa1f69bf5764 · outbound

This paper cites Closure and quality equivalence for efficient synthesis of grasps from examples,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Closure and quality equivalence for efficient synthesis of grasps from examples,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.700557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 2129a8a9-f1ce-4ce6-a59e-2b9a7d890717 · outbound

This paper cites On computing three-finger force-closure grasps of polygonal objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation On computing three-finger force-closure grasps of polygonal objects,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.684901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.411489Z digest=sha256:659e7acbe5c8049d2a4d6a34505d226355c97f0772c43404c83d2fd03d692351

Observation f679397c-0010-472c-9312-d0d771576fb1 · outbound

This paper cites On computing two-finger force- closure grasps of curved 2d objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation On computing two-finger force- closure grasps of curved 2d objects,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.669128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.417109Z digest=sha256:ea3a7e53d6db795b254205db7908c93fd07597bcac7b063fdf066af22cabb2f7

Observation 954feffe-a10d-4ecb-8a42-284ce9f2cfb1 · outbound

This paper cites On computing four-finger equilibrium and force-closure grasps of polyhedral objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation On computing four-finger equilibrium and force-closure grasps of polyhedral objects,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.653388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.422073Z digest=sha256:84bde709ffb2c511e74a284b15b4126c3812af2fe7e115a2a4b3eeee1979e7fd

Observation 271b939a-2bef-480c-bf59-630489214af5 · outbound

This paper cites Computation of independent contact regions for grasping 3-d objects,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Computation of independent contact regions for grasping 3-d objects,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.637158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.426751Z digest=sha256:c7ab3af75668847fcfdc128bd54218763dd1ecba1406e93540bc136570233021

Observation 6e4c3e24-94c7-47ca-85e3-8f18e94204c8 · outbound

This paper cites Influence of contact types and uncertainties in the computation of independent contact regions,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Influence of contact types and uncertainties in the computation of independent contact regions,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.620651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.431126Z digest=sha256:6c3161fa7c733278de5338fac5d9df7fb03e6efae85275db90f1353f25eebc5a

Observation 4b3ce557-c27d-4034-8302-dc6134562c3a · outbound

This paper cites An overview of 3d object grasp synthesis algorithms,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation An overview of 3d object grasp synthesis algorithms,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.603514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.436239Z digest=sha256:ff528213ce558bb4695aa2912342822468e7dac5084bb9a656a734f4e8635ff8

Observation 216dd587-8e0f-439f-a6ac-4a3e2b4df2a9 · outbound

This paper cites Apricot: Action primitives based on contact-state tran- sition for in-hand tool manipulation,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Apricot: Action primitives based on contact-state tran- sition for in-hand tool manipulation,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.586292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.441396Z digest=sha256:7e88db58a79203880aa73fd9257e8b3bbfed9191eba4a86731c977fca8d862bb

Observation 0646242a-ba07-40f3-a717-90e69e242381 · outbound

This paper cites Boundary first flattening,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Boundary first flattening,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.570660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.445620Z digest=sha256:3a45e13f937b4d58a541a3110142b269565362a28b75fd0dd0a7ae1234efbca5

Observation c9346b67-0e30-4054-b925-b411996995bb · outbound

This paper cites Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:10.450532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:10.450532Z digest=sha256:5cf170bb5d68880039528b2025b35848ab258a28691560797498486498ebffb0

Observation c27a21a8-77f0-49d7-b31e-31ef3cada781 · outbound

This paper cites Words2contact: Identifying support contacts from verbal instructions using founda- tion models,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Words2contact: Identifying support contacts from verbal instructions using founda- tion models,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.554344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.455834Z digest=sha256:480e10101184444c466c9f862b4eb8dad7d0f2ee6d01c4683bba070212c3fb77

Observation 4508fda3-7234-4bd9-ac99-23d4af684ef1 · outbound

This paper cites Computing largest empty circles with location con- straints,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Computing largest empty circles with location con- straints,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.537704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.460925Z digest=sha256:176cb168521a6971cf8fffb5ca4492c28fa878ba4a3b32850631902284264284

Observation 099cd945-4796-44d9-bfd4-a85d19562096 · outbound

This paper cites Multi-finger manipulation via trajectory optimization with differentiable rolling and geometric constraints,.

Fast Estimation of Globally Optimal Independent Contact Regions for Robust Grasping and Manipulation Multi-finger manipulation via trajectory optimization with differentiable rolling and geometric constraints,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:10.520942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:10:10.466437Z digest=sha256:c1fcc105ee87066a3483dc6ecd000cbc4679a3e231715987a9f36da19f130da0

Pith citing papers

No inbound Pith citation observations are available.