Pith. sign in

Paper Citation Record · LEDGER

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments

As of 15 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2606.31966.

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

pith.paper-citation-record.v1
2606.31966 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-01T02:17:42.374821Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

64 of 64 outbound references displayed

  • verified exact11
  • verified fuzzy48
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d449882e-87e1-49bb-b0aa-145524e242a4 · outbound

This paper cites Aho and Jeffrey D.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Aho and Jeffrey D

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.763344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:c604869507b3989ea18bad0dfb821e2de6b8fcd4989b31e6765e75f6e9f9a42f

Observation 0d9e9e3c-fa57-4481-9e2f-c4d7d454fbf2 · outbound

This paper cites an unresolved cited work.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-07-07T04:23:17.831413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:dc05ddaadd3a506333b961ecb0b7ff93f5315da4d31b4ebcccd5868a260d2c8f

Observation 3f66fe50-9f08-42a6-890b-9b5d41388758 · outbound

This paper cites Chandra and Dexter C.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Chandra and Dexter C

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-01T02:25:14.823039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a3081260ae0a8c95ed0f73a1c58f4d7a64aa6ffb222a6f80cc2afd438daacf41

Observation 27de9821-2245-4b37-825a-8f7d4b0bf20c · outbound

This paper cites Scalable training of.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Scalable training of

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.819764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:dbc613f3e21c2c9931f2e9120c2e6242cf7f54426dc7337804d0941339040475

Observation 846451f4-e2c0-4817-8e6e-625850e16ef8 · outbound

This paper cites an unresolved cited work.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-07-07T04:23:17.851546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:c79170d4a399863b3780ec310c4051ea1dd80c413db8b95976da900e9ab37468

Observation 0f1d18f9-b77b-49d5-8f9b-5fd4883d193f · outbound

This paper cites Tetreault , title =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Tetreault , title =

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.846409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:3693b9055c33a8efe1be8a27da5f4a95332db3d461cf869893d95016a2a0570c

Observation 58260909-877d-4e05-a8d7-d90c68591c40 · outbound

This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.802442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a9ad7b3f676cf52fb929e985e179ba8f2cd42681384be7fe89e887277b7d707c

Observation 6a482243-7c79-4324-a883-ba8e65c757ac · outbound

This paper cites Tenenbaum and Sanja Fidler and Antonio Torralba , booktitle=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Tenenbaum and Sanja Fidler and Antonio Torralba , booktitle=

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.804409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:356417d566fb772e6e91d16f4c3d11e07c8559cfaa851cda584d76fc9c1d04ab

Observation 93d81231-4353-44b2-ad22-8cb4887587c5 · outbound

This paper cites Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.798962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:b92e69d86c2d1edb5005fb38cf848c3e33e775b907928d7b845cb255686e38b7

Observation 0b12fcb0-4afc-4505-b083-6966a2d96f57 · outbound

This paper cites MultiAgentBench : Evaluating the collaboration and competition of LLM agents.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments MultiAgentBench : Evaluating the collaboration and competition of LLM agents

Reference 10

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.820611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a2b933f1c08b361a18aa2f5fa215c2de0fc38ebecc86f1f3fbc9773bfb1d687b

Observation 26d5a3ac-5ef9-484c-9019-7cf35a0afec6 · outbound

This paper cites Collab-overcooked: Benchmarking and evaluating large language models as collaborative agents.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Collab-overcooked: Benchmarking and evaluating large language models as collaborative agents

Reference 11

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.810999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:db7b177f3613ef3f1f8de1e85369e28de819f14a9fce78ce4595b4aab6dc09c9

Observation 42263661-7b80-4aea-a660-e0ca01f092a4 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors , url =

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.821626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:e61331e0664e90e6666dc9f7d2fedd5aef4b28a5c662bd264d9f72f63e3b1cc5

Observation 715a41db-46f5-4655-a411-97ab4ae7793c · outbound

This paper cites Multi-Agent Collaboration via Evolving Orchestration , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Multi-Agent Collaboration via Evolving Orchestration , url =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.781194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0deefcb0d92736cedff7d3a15937751e95a7d5bd6c91a35b0d0203bc20bb916f

Observation ff0ab972-f821-4332-88a3-d8c3195b7d5b · outbound

This paper cites Forty-second International Conference on Machine Learning , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Forty-second International Conference on Machine Learning , year=

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.818029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:84dee411e534d594b0b485c415c43c305a828b871579374db4bd9255dad130eb

Observation 8e93c610-5e41-476a-88a3-30dfeff45d1f · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments The Thirteenth International Conference on Learning Representations , year=

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.807212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:bd69e4f0dd9e1ecedfaecd2c125e1b1e6b7ae75f902caef714c8074daf8ec55a

Observation c7e3bb74-66e3-40a7-bf60-c92098e01303 · outbound

This paper cites 2026 , month = mar, howpublished =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2026 , month = mar, howpublished =

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.853522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:db878e6fb8e59752dc2048a346f28803adbdfe8d46059f58af1ea12e62a9b93e

Observation 5ff6f0fb-cd19-423e-99d6-5c3942c7038b · outbound

This paper cites an unresolved cited work.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-07-07T04:23:17.829492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:e6010b374e25c3ebd399b27b43557f66bd7859a9ce36e8f31fabf72b78781ff4

Observation 6aa392c4-a577-4955-bb9a-2fc3660c47b2 · outbound

This paper cites an unresolved cited work.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-07-07T04:23:17.825925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:b293f2e5f91b1a2891e095e49ef3d46dcb15ca7e0ccdf4faecfbe0dca4736495

Observation 62544d90-5b09-45a8-bf5a-90f8009a5cf5 · outbound

This paper cites AI magazine , volume=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments AI magazine , volume=

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.827671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0ac64e97a570eada963436a6b33ecac0587d341f63c8929c0b0ad28035d776c1

Observation eb38e945-88c3-47e1-b31a-417dc8c2d898 · outbound

This paper cites Autonomous Robots , year =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Autonomous Robots , year =

Reference 20

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.815572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:1edcd408a74a11fe1454ea6146e07f921079a4475e5a33efeddfefe16ee29254

Observation 2ef462f9-501d-4a1c-8d85-e85f19fb15b7 · outbound

This paper cites Agent laboratory: Using LLM agents as research assistants.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Agent laboratory: Using LLM agents as research assistants

Reference 21

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.819025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a67ce5e8f2ffadc3d57ac7c4739e7d648231fcd4384bf633323f767612ce94d0

Observation 5887521d-836a-4866-9fdd-8b93381cd62f · outbound

This paper cites Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM -Based Multi-Agent System.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM -Based Multi-Agent System

Reference 22

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.809140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:51b70a347eb7304803a86a4999b7c3ce88ce51779c216c00cc0bb4ff57486697

Observation ca5dda52-ff31-4d8f-9913-9a35e86f4774 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework , url =

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.773862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:ebeff09d2b9c193bfa264a9593076084ef3fc44be9678da09e4930a3686e18dc

Observation 5ce50caf-76d5-4efd-9dfa-94c714b274b6 · outbound

This paper cites Ashraful and Ali, Mohammed Eunus and Parvez, Md Rizwan.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Ashraful and Ali, Mohammed Eunus and Parvez, Md Rizwan

Reference 24

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.824886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:997bff88b7859024122eb90056bd2440cdb53d81296990d97aa78df84f1ed935

Observation abd4cff3-74c0-4c80-b163-4c2c93782e03 · outbound

This paper cites AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.835351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:3a3fc1a5cf0df269d64c03a431021438595b61948dbbcc23a8b407c8159099a7

Observation 719e3711-d939-466a-89ca-ad5ddf8207a5 · outbound

This paper cites Enhancing diagnostic capability with multi-agents conversational large language models , volume =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Enhancing diagnostic capability with multi-agents conversational large language models , volume =

Reference 26

Resolution
metadata mismatch
doi, observed 2026-07-01T02:25:14.804991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:8c66c522cb925ab285d365b47078ad12039b370091747599754e2faf0f6acc41

Observation cce427d6-c38d-4f27-9971-24cdce867789 · outbound

This paper cites 2025 , howpublished =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , howpublished =

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.772104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:548972819cc8be1a8560bd6e84645861ffa19798c76d51e475bd712b933b3589

Observation 03d7ea25-1c02-4e79-9892-db94e70db2ea · outbound

This paper cites 2024 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2024 , eprint=

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.775519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:27c982093d9df80b2c7ea2dd05b6b079e262cf3973977f541ac8450906b4473a

Observation c26e34c4-83c4-4ab3-87d1-e9493f5786a4 · outbound

This paper cites V illager A gent: A Graph-Based Multi-Agent Framework for Coordinating Complex Task Dependencies in M inecraft.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments V illager A gent: A Graph-Based Multi-Agent Framework for Coordinating Complex Task Dependencies in M inecraft

Reference 29

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.806840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:135c416b614c4225c3c48ff4b1f46a7f3823ac27d3a75a2483433f4541ae3985

Observation d9f0c100-87fb-4aea-b1c8-2049d4a43f80 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Scaling Large Language Model-based Multi-Agent Collaboration , url =

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.833161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:354e5f32a2641e0b12963123aef2a80cc8be68e5cfd4b49b9ead93d8de4c265e

Observation 6156522a-0104-470a-a15d-fd10ae7aa09e · outbound

This paper cites Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making , url =

Reference 31

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.817321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0f248f086d889513def2baeac3eb3a866ddb905725c75d7ebd48dd3d86ecad0c

Observation d62fcd1d-fafc-4b79-be4b-82eeda36cb71 · outbound

This paper cites ProcTHOR: Large-Scale Embodied AI Using Procedural Generation , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments ProcTHOR: Large-Scale Embodied AI Using Procedural Generation , url =

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.837215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:64629b0ecba647c09eb5a09ff7e04c8ec1026487ffcdfcb2cea444fd331b1e58

Observation 7f5e9755-896e-4d15-b931-f974c7a44177 · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , month =

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.840893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:b59904b0aa6484f70fda9132e8ab6d7585f873415f68aea663f54b55810f1437

Observation f1e1520b-4313-4c7d-9b6c-fbd96d36ee55 · outbound

This paper cites PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments PARTNR: A Benchmark for Planning and Reasoning in Embodied Multi-agent Tasks , url =

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.849909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:2df181adc52dbb1681c715a49a9f47cf53383851ed4635ab6e9b89ce6170c39e

Observation 1dce9750-20db-4114-9faa-2c4617afd59e · outbound

This paper cites Robotics: Science and Systems , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Robotics: Science and Systems , year=

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.768594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:d717bef38852033aa95fe10a800be19dda63c21b672db59c27173518c589616f

Observation 5735dee5-022f-480d-93b9-16e3b72207f9 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.842949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:1749d4b1bb9d773e721f0b6d559e25e4608e68e23f236514d44494e13e149146

Observation 5d817c3a-f61d-437c-ae85-e82845654b10 · outbound

This paper cites Nature Machine Intelligence , volume =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Nature Machine Intelligence , volume =

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.848142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a4a5fd25f368a8dc17366c5949c1c32a8b974829647870ad6087b55f5e1d12d0

Observation b5c89d5d-6423-4ccc-b66a-6f645f648b95 · outbound

This paper cites 2025 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , eprint=

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.756182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:9f9a0cb037da6a98dd564dbef56cfbd79c9d8f742bce9f3529c2bad496734898

Observation cd21c668-37cb-46a9-96fe-d762313255e5 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments The Twelfth International Conference on Learning Representations , year=

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.770285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:dcdb7ce4e951c54402d5a733952c498e82831f4ee5200c2bd4e7e1c5f5bede73

Observation ee1b39f3-c389-4a0f-a466-a6321455b9f3 · outbound

This paper cites COMBO: Compositional World Models for Embodied Multi-Agent Cooperation , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments COMBO: Compositional World Models for Embodied Multi-Agent Cooperation , url =

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.839148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:9592708c2c0fd74fc64f65743fb96e978fdd254a9564923a480c9ba769135439

Observation ebf4ae58-d0fc-48b4-a840-a518fbf7377b · outbound

This paper cites Heterogeneous Embodied Multi-Agent Collaboration , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Heterogeneous Embodied Multi-Agent Collaboration , year=

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.777506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:18d10bbf143ce8afefde232e979388873ac0a50b72772ad5d9dd8d71fedee51f

Observation 3454c7f2-f965-452e-a9a5-a2d9bc3a7c35 · outbound

This paper cites Building Cooperative Embodied Agents Modularly with Large Language Models , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Building Cooperative Embodied Agents Modularly with Large Language Models , url =

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.779444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:513e2dbcfc44d1123cfa97eb5d3b9fde386c58b50ce6f09ac20d30dd7142a007

Observation ff85630c-1fc9-42a1-924d-e8d8665d0049 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.758247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:1b061322b87f48e06133507663678d0ea5b1d7b775822897cc390eb00e601dfb

Observation cf933b8f-af43-4ac0-b27b-6a3f8a4c3b8d · outbound

This paper cites Science China Information Sciences , year =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Science China Information Sciences , year =

Reference 44

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.803121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:9e8ac7e4cd91cf90c883752e33e66f64312342558fa214a5e9cf4a67dc9d4f11

Observation 8df0f14c-82c4-4cc6-a5e5-bcb293aca97c · outbound

This paper cites 2025 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , eprint=

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.764982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0fd7e188cee3b77daa7d00f48151e0e6eac9b3032ccc95f0149e618a395b18d3

Observation 78979e52-2e81-4ecd-a30b-51330d81df92 · outbound

This paper cites 2026 , howpublished =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2026 , howpublished =

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.813178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0a923584b9efbb04176ae8c6a4941df0dc02af9dec30c456128c6870e0ac432e

Observation 63054c51-b597-42b1-8edd-f6cb8ff64424 · outbound

This paper cites 2025 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , eprint=

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.752700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:8dd35475cf28d3ed6f9ee8c5613c9f8b730a943e01047fff326f9e1f3fc7e6cb

Observation eaae4462-df17-4121-9f1c-fe91cc09570c · outbound

This paper cites 2025 , howpublished =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , howpublished =

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.844582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:52ddc4e949bb75ad4cae1de842d20a7110d5cb83439f459addb64ebf5888ce17

Observation 8d31cdd1-be03-427e-9bc9-83d3cc2d8aa5 · outbound

This paper cites 2025 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , eprint=

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.785013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0a611f85fc5e3baeebd4e235680b8b4c87116bf2b19ea873b3057e844bd59a8e

Observation b530bdaf-9b48-4e7b-bed7-09d056163c2e · outbound

This paper cites 2025 , howpublished =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , howpublished =

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.793082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:2d4520153bd34f3779b907076c9aaafe2a661d916b75315af4df9b27be21f40f

Observation 6c510a6f-af39-4cb9-ac3b-d7fdae68ab97 · outbound

This paper cites EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought , url =

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.823988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:7b01244a557a26298acd447f046de8968a2a77632680632136b32a6cb85df158

Observation 87e39aaf-660d-4282-9097-04056f4ae4c5 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.790723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:534f84925cbf0526d5d3c2c356676e9216d9ea0e168e9eea7ebf78e53d697d86

Observation d89024be-c7cc-402c-a68b-7da21c9af967 · outbound

This paper cites Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.760114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:5faf81cf57d60b11517055c01c6d9d0b99adacebdae77c6c31af0890278d1b3a

Observation 392b028b-2201-4429-abd9-9aba366c7c4f · outbound

This paper cites A Cordial Sync: Going Beyond Marginal Policies for Multi-agent Embodied Tasks.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments A Cordial Sync: Going Beyond Marginal Policies for Multi-agent Embodied Tasks

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.783101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:b9d4686a49d19b752cedb6ad695b8593c1de7edd5b33fd54aad3274da64d025b

Observation e06fb2a4-7c16-4f10-8a79-195779d59737 · outbound

This paper cites RoCo: Dialectic Multi-Robot Collaboration with Large Language Models , year=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments RoCo: Dialectic Multi-Robot Collaboration with Large Language Models , year=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.795874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:30e8d713bedc43acc82138e3e317055bf9e5db0b4d02913d52c32b1a9d4061c4

Observation 5e87120a-68da-46e1-904b-3182c99d93e8 · outbound

This paper cites 2025 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2025 , eprint=

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.761738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:e28698ade7ec0d17d410cc50ad2c0e197772c965d7bd523a0557d3b093cbf405

Observation 7deecdea-155d-488a-a3c7-5148e98e15c5 · outbound

This paper cites 2024 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2024 , eprint=

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.788470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:e128c4443bcf9f86ecd9ee629a3328af5eab27d04039fd0a104663a628000f8e

Observation 49a9c144-e82e-40a7-b959-fd8b72d81d54 · outbound

This paper cites 2026 , eprint=.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments 2026 , eprint=

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.786712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:0f74179368b9c09ef8043029020980e45aca15527299d64de6f39dfd60b77df9

Observation cdb0ac98-a52f-42e0-be8c-706ee8d92276 · outbound

This paper cites VIKI‑R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments VIKI‑R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning , url =

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.766902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:5f267e393e6f43cbb8bd1876fd9a26a7edcc8b835614f05b513bee590b217a95

Observation a19b1f42-aebd-478a-b953-ccac8c808968 · outbound

This paper cites On the Utility of Learning about Humans for Human-AI Coordination , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments On the Utility of Learning about Humans for Human-AI Coordination , url =

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.750863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:a114b0061bafdfa3c32b145ce1342ec995dec59646fe983dbe9ad42677aa87bc

Observation 6a91be1c-7236-46a6-8ef3-57310f6e4057 · outbound

This paper cites LLM -Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments LLM -Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models

Reference 61

Resolution
verified exact
doi, observed 2026-07-01T02:25:14.801265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:e38404d14dc229decae376b3b038a7a55246fc38c70d1c33878762ab4f0776a9

Observation 938ac16f-3444-4f9e-b496-2fe471ac3657 · outbound

This paper cites SoMi-ToM: Evaluating Multi-Perspective Theory of Mind in Embodied Social Interactions , url =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments SoMi-ToM: Evaluating Multi-Perspective Theory of Mind in Embodied Social Interactions , url =

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.816107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:bfe42e7b3bfd992fba730dbe6f2c9dc46fee7691f91f461627d72ec928fa2b55

Observation 1c4783ca-cef9-4ef9-94a8-8ee9a1445148 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.748769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:56e7c9fd6b2d07f99c2b8c6b01269d3fa2b85c458b9746b5a9f6e87bcf59a751

Observation a57d2ca0-3be9-4391-8228-a2be5005bbbf · outbound

This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , month =.

MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , month =

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-07-07T04:23:17.746803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-07-01T02:17:42.374821Z digest=sha256:c8d5703bc0c747bdb9f23022072cb29cc2680796aa84a25ee194d4a3a8e42b02

Pith citing papers

No inbound Pith citation observations are available.