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Paper Citation Record · LEDGER

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

As of 22 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 8 inbound Pith citation observations for arXiv:2411.17636.

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

pith.paper-citation-record.v1
2411.17636 v2

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:57:04.262678Z

measured 88 of 88 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:43:52.624772Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T23:21:21.317512Z

Reference resolution

80 of 80 outbound references displayed

  • verified exact0
  • verified fuzzy41
  • unresolved37
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f4d29b7-3e83-4fac-b3e1-ed91460e5c5a · outbound

This paper cites RVT: Robotic View Transformer for 3D Object Manipulation.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation RVT: Robotic View Transformer for 3D Object Manipulation

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.811622Z digest=sha256:b9bf2b83bf79f7cea897a6c932874ad2e2c62dc80e3ff1597e4f205cd7719984

Observation d8aaa49c-683b-444e-94ca-4770ee905bab · outbound

This paper cites Act3d: 3d feature field transformers for multi-task robotic manipulation,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Act3d: 3d feature field transformers for multi-task robotic manipulation,

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.817563Z digest=sha256:a645b7848eec71f570a4100c3320333a32c18d264aee5f6e5f11f01090774cbb

Observation 0f4d00f9-c771-4c5b-b0ba-1e860771235b · outbound

This paper cites Physically grounded vision-language models for robotic manipulation,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Physically grounded vision-language models for robotic manipulation,

Reference 3

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no resolver link, observed 2026-08-12T11:57:03.822567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.822567Z digest=sha256:8fd4e534073e807589cb8ce78a41364e499ce694cfe30c27153b3aa59c406542

Observation 36c2310b-5844-4eb7-9d25-4b91e8c9e9fd · outbound

This paper cites Mathematics, word problems, common sense, and artificial intelligence,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Mathematics, word problems, common sense, and artificial intelligence,

Reference 4

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raw_fallback, observed 2026-08-12T11:57:05.544533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.827077Z digest=sha256:d921d22f699e350c56b42c3740d5ee7bc00f7fae86d91db1a2745a0b830faf28

Observation 6a5052d6-b426-4dfc-85f2-68a63b1c235f · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.831744Z digest=sha256:c8532c7415a2f6d76ece390eb5c2cc9448bc42f16f2f75446e1d09592f782fbb

Observation ea2eaff9-88fa-48f0-8916-e0b2f3c22ae0 · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.836574Z digest=sha256:23c6cf99fef3f573ac5fd5b69fdf9850c03d7923907ef5dd575317fdaaed506a

Observation 95fe8fb4-3d00-4bf4-9433-3863987b7214 · outbound

This paper cites Learning to interpret natural language commands through human-robot dialog,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Learning to interpret natural language commands through human-robot dialog,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.530288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.842349Z digest=sha256:1f0a1cb21a4d325652d67c7a73df352a545feed07aa81c00c74f33bcf1ca13bf

Observation 9aebed6c-aa73-450e-ad11-96824af3d791 · outbound

This paper cites BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning

Reference 8

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T11:57:03.847188Z digest=sha256:508aaa8e9715ef0b389bc16c52d2674e0070af68290fe1e1f8d4778b7f62cef4

Observation 0ed87e49-7966-4f22-94f7-72d3a8f243b7 · outbound

This paper cites Grounding verbs of motion in natural language commands to robots,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Grounding verbs of motion in natural language commands to robots,

Reference 9

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raw_fallback, observed 2026-08-12T11:57:05.501395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.856858Z digest=sha256:d7c7f525f03ed07932285ab3f0b4008f884856cb59d801d7457e786eeea6cac5

Observation e923c4c4-e55c-4e44-b176-e626888b8f78 · outbound

This paper cites RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.861532Z digest=sha256:6bd3e1d4236889ef32e88f1166e2a55b414a7ae2e1c8cfd7fb1e394009879ac9

Observation 84024b4b-6239-45aa-bba8-fc73e61b5116 · outbound

This paper cites Language models as zero-shot trajectory generators,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Language models as zero-shot trajectory generators,

Reference 11

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raw_fallback, observed 2026-08-12T11:57:05.471838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.870695Z digest=sha256:44c0c8a6680805ead78bf787a3171aad008084be498f69a161397da7699b52cd

Observation 20132339-2b93-48d2-88be-1cc11aed24b4 · outbound

This paper cites Inner monologue: Embodied reasoning through planning with language models,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Inner monologue: Embodied reasoning through planning with language models,

Reference 12

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raw_fallback, observed 2026-08-12T11:57:05.456562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.874813Z digest=sha256:0e8e1120bf98685597644e0927a05102650388729589eb09cb2e1be8388c91e3

Observation e2ce61ce-bc56-445f-ad3b-637a1d8eb6b2 · outbound

This paper cites LLM+P: Empowering Large Language Models with Optimal Planning Proficiency.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation LLM+P: Empowering Large Language Models with Optimal Planning Proficiency

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.879760Z digest=sha256:dbf7214678a7dfb5d3950f783d29d2d06a2f356cc5bcac2ebce440c325810659

Observation 52d5e983-3f40-4798-9bb8-115656972e45 · outbound

This paper cites REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.884636Z digest=sha256:8e5b7c957db7f5b81f5f2d6e622f6108ef0e8dbc04d289222f8e267d7b975c73

Observation 29369ac1-9674-40ed-beeb-5c5dec861951 · outbound

This paper cites Code as policies: Language model programs for embodied control,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Code as policies: Language model programs for embodied control,

Reference 15

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raw_fallback, observed 2026-08-12T11:57:05.441530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.889269Z digest=sha256:1f78f6fe10b5b30bdb8d5a6752b239367050ea117e78364635a026ef6f15e260

Observation 3c3e1876-2fd1-41b7-9477-88bca3a16bb5 · outbound

This paper cites VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.894154Z digest=sha256:08ebefc273e85810ee245614ef3a8a5035d51d898b18567f2895f32d6ccdd847

Observation 3047f5e7-f089-47a7-a5b2-dff8849b393b · outbound

This paper cites Language to Rewards for Robotic Skill Synthesis.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Language to Rewards for Robotic Skill Synthesis

Reference 17

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T11:57:03.899045Z digest=sha256:e150fcc55938dbf96cceea2f589e3bf26ae2c7c20a0ba4f2fc4100a43a2c5ce3

Observation 48a651e5-62fd-4e82-8156-597a4fb6ed23 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 18

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source=pdf_text observed=2026-08-12T11:57:03.903840Z digest=sha256:817fff4152a6481467b5d5465e0303df68d5fd3beb206471dde647795e0d7439

Observation e1d029c9-a266-466c-a484-e0fa0bb49a51 · outbound

This paper cites Roco: Dialectic multi-robot collaboration with large language models,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Roco: Dialectic multi-robot collaboration with large language models,

Reference 19

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raw_fallback, observed 2026-08-12T11:57:05.426796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.908637Z digest=sha256:4ebd1724f43e01e3165ad29ef9256e1649fb30cecfa02e7a3ce6e3123337fcf8

Observation 51f12f35-7d4c-4e0e-99da-4c78bd98eb4e · outbound

This paper cites Collaborating with language models for embodied reasoning.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Collaborating with language models for embodied reasoning

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.917890Z digest=sha256:e80e1c1e23f380c3d2d1ce308b46076705f20a9cd3096a2e5e5598652364f5f8

Observation 2cb40f56-7b23-4a13-9fcb-9e73f36ecbe1 · outbound

This paper cites Visual language maps for robot navigation,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Visual language maps for robot navigation,

Reference 21

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raw_fallback, observed 2026-08-12T11:57:05.393832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.922577Z digest=sha256:8b8a8977a4c8f82048cacf1539c9c4ae22962b9cd20da32f004a93b462743fec

Observation 5005c620-baf4-4186-93ae-a9745b3ad765 · outbound

This paper cites Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents

Reference 22

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source=pdf_text observed=2026-08-12T11:57:03.926771Z digest=sha256:66fad071108e1b0b34f7b5fa88f5888d1a4de4e297737af74c1ea07cfb9ff709

Observation 29032aee-c107-4655-8339-f28f2fa0ce47 · outbound

This paper cites Rlbench: The robot learning benchmark & learning environment,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Rlbench: The robot learning benchmark & learning environment,

Reference 23

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raw_fallback, observed 2026-08-12T11:57:05.378867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.931293Z digest=sha256:1004115937b7688c20e0346f52e9b7a71859b2725c8ff615ffa89fdaac78e37b

Observation 22e400ad-f513-45f6-88b7-8082ea562345 · outbound

This paper cites Vipergpt: Visual inference via python execution for reasoning,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Vipergpt: Visual inference via python execution for reasoning,

Reference 24

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raw_fallback, observed 2026-08-12T11:57:05.363711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.936189Z digest=sha256:2a9142ed71e0ba13e84deb4ef423507c9fc60a535fa762b2d73ad33d3614d308

Observation 62b9825d-e246-40ea-982e-97e06a76330c · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.941010Z digest=sha256:fe258003c1749e11adfa22c59359ee382521bc6b12288f7fe64a59fa7edc0bb1

Observation a6d895dc-429f-4eeb-82d0-4c32d364d5f5 · outbound

This paper cites Language segment-anything,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Language segment-anything,

Reference 26

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raw_fallback, observed 2026-08-12T11:57:05.349013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.945729Z digest=sha256:ef5f66e7667c35e576a8763a1dbf1abd6ec0474aa62dc91c523032d1893f8418

Observation 22db0caf-d6cd-43a1-8281-78a7c28f5a24 · outbound

This paper cites M2t2: Multi-task masked transformer for object-centric pick and place,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation M2t2: Multi-task masked transformer for object-centric pick and place,

Reference 27

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raw_fallback, observed 2026-08-12T11:57:05.333458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.951127Z digest=sha256:85a6149f9aee767bcc0bfd86fab7fa21ebb63c7606ce3aa98601f654a4d4f571

Observation 81775d01-7a0b-45ab-8f9d-b406c63ede62 · outbound

This paper cites GPT-4 technical report,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation GPT-4 technical report,

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.955812Z digest=sha256:00ad57068742ee151498912151f52101ee30a698bc59cc2293f657bd5503cf1b

Observation 37879b9c-cdd7-44bb-9a7b-bbbc6b90b523 · outbound

This paper cites The Llama 3 Herd of Models.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation The Llama 3 Herd of Models

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.960101Z digest=sha256:58217c002fc8e52e6c34dc5b88139422efa591bcdf619d00833408e67c7e9c1d

Observation e84b4a8f-ba1e-46c0-b052-e8dff6d357fd · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversation,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Autogen: Enabling next-gen llm applications via multi-agent conversation,

Reference 30

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raw_fallback, observed 2026-08-12T11:57:05.308472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.964515Z digest=sha256:92f6c4c74ba9cc441530f798fd731f0ae2354c73298a6ffa9c89e649358d285a

Observation a70f896f-113d-46c5-9749-6029ea059c9a · outbound

This paper cites MALMM project webpage,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation MALMM project webpage,

Reference 31

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raw_fallback, observed 2026-08-12T11:57:05.292806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.968784Z digest=sha256:ee46811a7dfad653832c13d193de55b6b387eee533a8261bbfcfb818dd8a6be1

Observation 9246fed1-efd1-4204-964c-1142f8040896 · outbound

This paper cites Taming the panda with python: A powerful duo for seamless robotics programming and integration,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Taming the panda with python: A powerful duo for seamless robotics programming and integration,

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.973937Z digest=sha256:29e842310b8b329d209110d9152d31952a6941fc9f13fcc9e9ad724fa936a0c1

Observation 68a31b79-c76c-4606-9275-8c4abe9def28 · outbound

This paper cites Llms will always hallucinate, and we need to live with this,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Llms will always hallucinate, and we need to live with this,

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.267619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.978241Z digest=sha256:0a1af8af8ccf157d33cf8d6d6276a4a0ce10855e6b8a0044be48c525a538d5b4

Observation 56a56a20-dae2-4dc6-b240-e5db4941b638 · outbound

This paper cites Manipulate-Anything: Automating Real-World Robots using Vision-Language Models.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Manipulate-Anything: Automating Real-World Robots using Vision-Language Models

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:57:03.982774Z digest=sha256:c8b29c5d90202d400c1ffd35b753a67067a9fef21fd787664451047948329749

Observation 5b0277aa-cf26-4c3b-b8c0-b2d0bdb2c15f · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation A density-based algorithm for discovering clusters in large spatial databases with noise,

Reference 35

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raw_fallback, observed 2026-08-12T11:57:05.253430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.987998Z digest=sha256:f9cf88e4024a22b8bebe68a69017aa436a88811733660820df2dab9c47fd4aee

Observation d10c552e-4761-4a78-beac-b436902be84e · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.238640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.992476Z digest=sha256:4d777caf5aaf877ae67d0a821d86e1610a8eabcaf5b20bade74cee735733fcfd

Observation a152b025-9549-494e-bb46-fd705d511a6e · outbound

This paper cites The workspace ranges from x: -0.075 to 0.575 and y: -0.455 to 0.455.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation The workspace ranges from x: -0.075 to 0.575 and y: -0.455 to 0.455

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.180362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.010496Z digest=sha256:c3a216109dcb2cb16ab47c6a79cbe3d4455cfb5ce96bacb11ab19c36c0404099

Observation 6e9d951b-9ac2-4b87-8099-6f59ef20cc4d · outbound

This paper cites Not from any other position.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Not from any other position

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.108274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.032512Z digest=sha256:f49f20b53715fc5d7dcca98f482a9868aa6bdc89eccc48fcfd3e73cff1786d22

Observation 1bb9bd1e-fd43-4277-bcae-83b7ef319c68 · outbound

This paper cites COLLISION FREE OBJECT INTERACTION RULES:,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation COLLISION FREE OBJECT INTERACTION RULES:,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.078708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.041421Z digest=sha256:8e104dae8f3472298cce0cbf942efb713451bcdcedd04a30a34a98557d31f2bb

Observation f20d2527-923e-44d2-8f08-422c82ee8abb · outbound

This paper cites After four step is executed by the code executor, give feedback about success of the step based on the relative positions and orientations of the objects.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation After four step is executed by the code executor, give feedback about success of the step based on the relative positions and orientations of the objects

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.915410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.090265Z digest=sha256:95a7bdb85fffad1476fde4aff18e97cffd02f90ff20686d5102ead5289c882a7

Observation 29f6af1c-7e7b-4e16-97ca-3abcbaa2a11c · outbound

This paper cites It takes the name of the object as input.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation It takes the name of the object as input

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.872291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.102955Z digest=sha256:4b1883e71d95be4c7da7ab932924fe654f451b25e4d7d04076c1522b64baeb3b

Observation 79c50fe3-acbb-49dd-a02d-43d6ec6f24f7 · outbound

This paper cites This function will also not return anything.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation This function will also not return anything

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.858023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.107176Z digest=sha256:f5ea795cccee760c1200f9f9844c867eb3bb9a799c33e256a83cc39602076aae

Observation 7f77947d-0fc5-445d-a5d1-cfeb26814512 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.828370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.116013Z digest=sha256:e07e46bba8d97ca896f5bb39299d9e22b60d8d06de832b079892210781396ca0

Observation aa3b8d1c-50ce-4043-99a9-598153b0fe5d · outbound

This paper cites After generating, provide this step-level code to the code executor and wait for the reply.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation After generating, provide this step-level code to the code executor and wait for the reply

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.814509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.120213Z digest=sha256:9a951dbecf397cecc00c2255689e2d0f30cf62c2d369a6377bc366055d22497a

Observation ebd118f1-049f-4ec6-9b60-5a8e99e8a3d9 · outbound

This paper cites [INSERT TASK].

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation [INSERT TASK]

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.799430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.124658Z digest=sha256:ab7f57a6075e6beebffa1c1f56a5a24f6aac91b221ca4495f8f5801939cbd17e

Observation 3e9a753f-aa72-49d6-a186-5da7c2fc6ead · outbound

This paper cites [INSERT TASK].

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation [INSERT TASK]

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.784493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.128891Z digest=sha256:a682721a1b9df92241135eb881371d616408baaa8f66be7943190d3f332906b1

Observation 023acc93-b232-4cff-8e93-12a571741d93 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.224178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.133581Z digest=sha256:402613fc74d9d4f69037bc49a5f3baa4126458424746c5dd1b4a24652f245ecb

Observation 596b05f3-7fe3-4d4b-95c2-ca3c4888fda2 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.209481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.137906Z digest=sha256:49ea5f00eb93bc3b99013a8a3f5c98f1afd2b402151dd195a875c120a1c4ce4c

Observation 91ef0585-40ee-4dee-be28-a951b88700dd · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.195068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.142136Z digest=sha256:a931ec6105b554ee8c6cf568c2e3b9f5e3772219aa6df67ae2b7a540712549eb

Observation e4050cdd-5289-40ed-a644-012273011b38 · outbound

This paper cites The workspace ranges from x: -0.075 to 0.575 and y: -0.455 to 0.455.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation The workspace ranges from x: -0.075 to 0.575 and y: -0.455 to 0.455

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.770220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.146231Z digest=sha256:3a18437c51c702fefce49d493ab18b4b0eb9923c5f9657a329ea30360753520b

Observation acb1322a-f3b7-40d9-b151-60c5f8e86053 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.165938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.150790Z digest=sha256:8e684030d80e81a0aa684960727100acef806ffa0a721f0d9595c30b2dacbe8b

Observation 5ba25322-3e43-47ef-afac-d4739e841cd2 · outbound

This paper cites The rotation values should be in radians.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation The rotation values should be in radians

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.150777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.154733Z digest=sha256:0dab7e9b03956511c4fd303f4a6e64dd50c2c4733542f72b20f4b7b98b02f8b9

Observation 3f891b9c-5119-4f1f-a736-231d6a90fd09 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.136771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.159175Z digest=sha256:23e673cd5719d9e4d74d3908bc7dcfc1c08e007af61e3a2fad01d11a7f45e204

Observation 84851420-bcdf-42a7-a2cd-55d167e1b64d · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.122832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.163253Z digest=sha256:162334ecdd04f613569b5ce311e3b0a44277ef6226374e44d6507820dcabe2b3

Observation f681a854-e471-4da3-8be2-9530306965d5 · outbound

This paper cites Not from any other position.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Not from any other position

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.755709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.167485Z digest=sha256:fad715cd4732d55d3f3811e6173371574b55fa11fde014c44a6bcb73a170788a

Observation 02356b8b-43b8-46cf-b0db-59e1cd5a2e65 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.092984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.171896Z digest=sha256:47b492079f6dab06ba43970960a280f99298daeaf7635cb9fa572ab0b2a5f682

Observation 7ac86c13-7563-4271-8b33-7c9d42b6278a · outbound

This paper cites COLLISION-FREE OBJECT INTERACTION RULES:,.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation COLLISION-FREE OBJECT INTERACTION RULES:,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.741326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.176016Z digest=sha256:43dca0398bf07c74aaa9911ae7045a774081b6e5a9dafa48ca66f8125266351c

Observation f9b15d4a-e352-4b2a-86e5-0edc107be8b6 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.064882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.180789Z digest=sha256:1bad6ff40f07888502987e26bc8a8ac3f52c64eda7cc70da66358338afc5826e

Observation cffddc9c-b710-45db-a546-e21acf57dba7 · outbound

This paper cites If *CENTER* position is (x,y,z) then grasping position will also be (x,y,z) Do not add any height margin.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation If *CENTER* position is (x,y,z) then grasping position will also be (x,y,z) Do not add any height margin

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.050644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.185172Z digest=sha256:872b9d599c0113470ad109179d512615a995e70ed40e2f807c07df361bb0b459

Observation 4f9cb249-e60e-46e4-b172-8d27050a03e1 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 84

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T11:57:05.035723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.189456Z digest=sha256:e0fdbf40b45d6f4e492e71dcc9f48db64b78abd7502a52690928fd668737a5c8

Observation 9e086367-d410-464c-b5b5-445dc908b577 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.021328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.193578Z digest=sha256:7f828bf084f21098dee692a33b36cdb3c0ba930a8ad0ad13a0b38d51060d66c2

Observation 7ab2f484-9013-431b-8244-96e6a8207ea4 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:05.000087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.197888Z digest=sha256:90f004895aa2bc949c5677fe61a385490156b657857ba354488fb454dce19cf5

Observation 2f68ba5f-3631-4215-92ed-01138ff404c6 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.986125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.202265Z digest=sha256:d9915f6a368c724e23988b4f47abeb430f20a976f8e8465f027f08987f5998bd

Observation abfeb27c-f333-402d-9164-a21b1e923d47 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.972876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.206335Z digest=sha256:dcb70cb06e3861f1a9b0c52be1158f9225f9001c6f2217517b01521edd12dd38

Observation 03ef9957-a87b-4004-a9aa-ea7fb8d943dc · outbound

This paper cites PLANNING:.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation PLANNING:

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.958466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.210695Z digest=sha256:a6b70ec77c488b84c89f2e83706ff847ea9d073a378a4839337417de750719cc

Observation 5b3e0b6b-a2a8-4f08-9fa6-3c5e694fb4b5 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.943327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.214922Z digest=sha256:52e1832358bf205b981715bff24632288770550259735cb01e480d3959a1a7c0

Observation e8ba4702-9c2e-4984-8ef6-52a00ccabd3d · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.929351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.219348Z digest=sha256:f1e540fba428802e43dc238169adb787bef43d49b329f1288dee4d9a217daa13

Observation 63fb71f6-f87e-48a5-8caa-fcc6a5391f61 · outbound

This paper cites After four step is executed by the code executor, give feedback about success of the step based on the relative positions and orientations of the objects.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation After four step is executed by the code executor, give feedback about success of the step based on the relative positions and orientations of the objects

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.726539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.223537Z digest=sha256:d92ad75e3eddfbae1c210ee51fa7f44cdd0b2a6440a6f3fa81ba45506efabc9e

Observation 329452bb-199c-4df9-aad5-1a3f9822cfba · outbound

This paper cites It takes list position of 3 elements and one float orientation value as input.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation It takes list position of 3 elements and one float orientation value as input

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.900937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.227925Z digest=sha256:ff28da4c5e550e91c3860c6e708c4b6681c7f013cde674b07fc0c14067979fde

Observation dc9d59bb-990a-4941-a782-48a1946dff33 · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.886206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.232037Z digest=sha256:28d9ad94223fbc3fe825fb9439272338c80c0567070e25caa3eac3ae9bb2ba87

Observation f55ac37f-ca16-4796-81a6-03a3b55af337 · outbound

This paper cites It takes the name of the object as input.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation It takes the name of the object as input

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.709773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.236142Z digest=sha256:df35096f37edad55745bdec7bac3d00f3c8fadeb06f92a3f84d5b74603aed7aa

Observation 25377b1e-28a4-4c3a-a0b2-d27fff30c0b7 · outbound

This paper cites This function will also not return anything.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation This function will also not return anything

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.694613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.240646Z digest=sha256:8be5d01a8ee32b144f53b935ea6c5e4714a203dad154356a69a373d50c938821

Observation 3ecd81dc-5a9f-4575-b914-5003f4aa4d6c · outbound

This paper cites For execute_trajectory, define the position and orientation lists prior to it and mention object name in close_gripper(object_name) from <CURRENT ENVIRONMENT STATE>.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation For execute_trajectory, define the position and orientation lists prior to it and mention object name in close_gripper(object_name) from <CURRENT ENVIRONMENT STATE>

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.843485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.245063Z digest=sha256:185743c1dd9d48271d87c83ebafd3f93235c6db9b243dc351902748489291049

Observation ecb003f9-6205-47c2-9123-82dc93742b2e · outbound

This paper cites an unresolved cited work.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:57:04.679476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.249097Z digest=sha256:490918e054dc274fe30a7a4941eadb612942851ccd03d84c5583c4b76d20f167

Observation e35d5873-a4bb-45f8-af84-7fab5f2f227d · outbound

This paper cites After generating, provide this step-level code to the code executor and wait for the reply.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation After generating, provide this step-level code to the code executor and wait for the reply

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.664750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.253653Z digest=sha256:665bf0cf1ea11e1c2c34dc92fdb56a4fc6fa8b9fd732ce9ed9587454b9d27aaf

Observation 9bbd79f8-f300-4016-9a4c-ceeb8f25be21 · outbound

This paper cites *Remember you can only grasp the object from its **CENTER**.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation *Remember you can only grasp the object from its **CENTER**

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:04.649180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.258163Z digest=sha256:ba6387d6229ed93789fcc3cd4089736ed7ce04bb57cab54729b9fec996d56df6

Observation 568065cd-3351-46fe-ba54-1766e20c3189 · outbound

This paper cites emptyallitemsfromthelargecontainerintotheyellowcontainer.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation emptyallitemsfromthelargecontainerintotheyellowcontainer

Reference 101

Resolution
metadata mismatch
raw_fallback, observed 2026-08-12T11:57:04.408286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:04.262678Z digest=sha256:20b9bacd4b29ee6e33c35a709e8005a0793cccce2dce464a006d812cf4873be8

Observation 058d4fef-2d58-4d00-8878-25fdf17a134b · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 237257594.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Available: https://api.semanticscholar.org/CorpusID: 237257594

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.515823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.852396Z digest=sha256:8648a490d09fb6300653df902d6b0777d2fe9144892ea4102ab333fe7eeb9323

Observation 2fdfe796-3169-4562-b80a-b17a31904861 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 259501567.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Available: https://api.semanticscholar.org/CorpusID: 259501567

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.410247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.913199Z digest=sha256:8d72f4de9c9c437abdf4866918dd08f6e719a82ae27b5fa500e97defa6107afc

Observation f7e17071-4027-40e8-92c4-df73fe9ad305 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 267499679.

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation Available: https://api.semanticscholar.org/CorpusID: 267499679

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:57:05.486806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T11:57:03.866303Z digest=sha256:44d0fc24238eebaace56a8a5507f26e1eaa22fab999268d57a38f890ffe53b83

Pith citing papers

Observation f3c60d70-85a6-4a01-89e4-dc9cce644f0d · inbound

VideoMolmo: Spatio-Temporal Grounding Meets Pointing cites this paper.

VideoMolmo: Spatio-Temporal Grounding Meets Pointing MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T10:27:30.629641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:27:30.629641Z digest=sha256:a51b210ffa0977587136fbb97385cb25309789bbf7e086c577caa1f7038e7c1e

Observation 63db8bcb-1795-46c3-9d8f-d0097cc0de0d · inbound

GraspMAS: Zero-Shot Language-driven Grasp Detection with Multi-Agent System cites this paper.

GraspMAS: Zero-Shot Language-driven Grasp Detection with Multi-Agent System MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T23:20:42.024833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:42.024833Z digest=sha256:2ed4cd8f61472b8e3af8719712165123645153d3f729fe6d8cd0765c09d1814c

Observation 6f8fdf02-dab1-4ce9-8149-e33179bf2602 · inbound

How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs cites this paper.

How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T18:12:59.444849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:12:59.444849Z digest=sha256:cbcb860ed2cfcf1ad932c77b634ec920b5e9ea3063755eac6098ba842779f26d

Observation 62078d1c-798c-4eb8-8b10-2d5986f4ef57 · inbound

LEO-RobotAgent: A General-purpose Robotic Agent for Language-driven Embodied Operator cites this paper.

LEO-RobotAgent: A General-purpose Robotic Agent for Language-driven Embodied Operator MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:21:21.320403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-16T23:20:01.094730Z digest=sha256:9e8c20e597cce87072f5463e13828b8e22ec4b9e0d7e39184c4ce2f4ca5a6acc

Observation ad266f2d-41d8-4849-bf6b-48faac739841 · inbound

Demonstration-Free Robotic Control via LLM Agents cites this paper.

Demonstration-Free Robotic Control via LLM Agents MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T15:43:52.624772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:43:52.624772Z digest=sha256:7637971fa510017d66946b2a8e72774d518d77ea3d4fa540a86a56df48a60ae6

Observation 6ebbf508-a6f2-4c8a-ad0c-03eb7f4abbd4 · inbound

ThermoAct:Thermal-Aware Vision-Language-Action Models for Robotic Perception and Decision-Making cites this paper.

ThermoAct:Thermal-Aware Vision-Language-Action Models for Robotic Perception and Decision-Making MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:48:24.810826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-15T00:46:03.360770Z digest=sha256:dfc77891d431f94c3531927c8313449bbb7130595ce53d4de590c66fb91962fc

Observation 69740d9d-1cca-496c-b7a6-f19d02359f28 · inbound

RoboReact: Agentic Skill Distillation from Generated Egocentric Videos for Generalizable Whole-Body Manipulation cites this paper.

RoboReact: Agentic Skill Distillation from Generated Egocentric Videos for Generalizable Whole-Body Manipulation MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T19:58:42.173818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:58:42.173818Z digest=sha256:2139b9fb64807c376588222d1fa03c4a5eb0de64e903e6ba2d9e0e07539882bb

Observation cbcec6d8-4e23-453f-9b3a-9e531096a678 · inbound

RoboReact: Agentic Skill Distillation from Generated Egocentric Videos for Generalizable Whole-Body Manipulation cites this paper.

RoboReact: Agentic Skill Distillation from Generated Egocentric Videos for Generalizable Whole-Body Manipulation MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T00:50:15.507359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T00:50:15.507359Z digest=sha256:367cef7b2fccf03d5e61addce8b7bb1693224b1d8cc23ddc32d5324d287181ee