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Paper Citation Record · LEDGER

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation

As of 15 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 2 inbound Pith citation observations for arXiv:2509.08757.

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

pith.paper-citation-record.v1
2509.08757 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:09:09.577056Z

measured 55 of 55 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:26:43.018373Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T06:07:41.698096Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact3
  • verified fuzzy17
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aeeffb35-f605-4aa8-94bc-8c6cf62c638d · outbound

This paper cites Mavrogiannis, F.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Mavrogiannis, F

Reference 1

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no resolver link, observed 2026-08-15T16:09:09.417890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.417890Z digest=sha256:baad33a5e94d25be4323c5b048444e18b22b759a3cc4433afb87ccc74b7cfa49

Observation b0405286-1fd5-4acf-88c1-cf25d8ab3a48 · outbound

This paper cites Principles and Guidelines for Evaluating Social Robot Navigation Algorithms.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Principles and Guidelines for Evaluating Social Robot Navigation Algorithms

Reference 2

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no resolver link, observed 2026-08-15T16:09:09.421600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.421600Z digest=sha256:b42b008af84577ab0db9342f632a686eb75d410bc309260cffccba9608829879

Observation 6447513a-75ca-4557-8dce-c835044cb74c · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-15T16:09:09.425337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.425337Z digest=sha256:164ac65eae19d43717477f6978c6b2f82e45036f2ca22b74ba079f837d077279

Observation 7d3a114c-99c5-4471-ae2d-e1ef0cd124d1 · outbound

This paper cites Socially Compliant Navigation Dataset (SCAND): A Large-Scale Dataset of Demonstrations for Social Navigation.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Socially Compliant Navigation Dataset (SCAND): A Large-Scale Dataset of Demonstrations for Social Navigation

Reference 4

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no resolver link, observed 2026-08-15T16:09:09.428939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.428939Z digest=sha256:a2c5b1a0495892365f13405513d01dedc584c290ecc6372b3caa3223d9eb1429

Observation 63eb2d17-a6fc-454a-94da-62ae741c4591 · outbound

This paper cites Visual Instruction Tuning.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Visual Instruction Tuning

Reference 5

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no resolver link, observed 2026-08-15T16:09:09.432524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.432524Z digest=sha256:95a3ed47b240f085804fbd381996481e2bb2b875542328146cee44477987ba48

Observation b65b594a-f1ed-459e-af26-17f707c11d5f · outbound

This paper cites GPT-4o System Card.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation GPT-4o System Card

Reference 6

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no resolver link, observed 2026-08-15T16:09:09.435558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.435558Z digest=sha256:04e36a9132ec30d7eed7f8fc283b31373319281d7f8808818327c4112d54ddbe

Observation c518c8fa-d854-4769-b304-346d5a20b67f · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:09:09.438716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.438716Z digest=sha256:0464608337e8f3979595a6520be958a64c2b66b1810879df3fe905474fe2ea7c

Observation 4b70a516-edb5-46ef-bb02-681972e566a3 · outbound

This paper cites VIVA: A Benchmark for Vision-Grounded Decision-Making with Human Values.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation VIVA: A Benchmark for Vision-Grounded Decision-Making with Human Values

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:09:09.996392Z

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=pdf_text observed=2026-08-15T16:09:09.441727Z digest=sha256:bcb494c513f60ea22b68d2ff97490e14930fb0f48c0ab7f0e810b6a992c23515

Observation f92f7ba9-d034-4a04-b88e-06956f66d3d7 · outbound

This paper cites VLM-Social-Nav: Socially Aware Robot Navigation through Scoring using Vision-Language Models.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation VLM-Social-Nav: Socially Aware Robot Navigation through Scoring using Vision-Language Models

Reference 9

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no resolver link, observed 2026-08-15T16:09:09.445325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.445325Z digest=sha256:2e564f28fb891f642987d7b9c5b73c3afb311b99ebf8fa913f701249bb98aa91

Observation 9801f013-3d3e-4a5e-b857-dbc8819f20a8 · outbound

This paper cites Does Spatial Cognition Emerge in Frontier Models?.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Does Spatial Cognition Emerge in Frontier Models?

Reference 10

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no resolver link, observed 2026-08-15T16:09:09.448556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.448556Z digest=sha256:ba7d53467dc450c28eeb2f706edb07774ee8065c420a0a68154ad1f325c200f8

Observation 940f8321-1c09-4c98-a324-73122060ddd1 · outbound

This paper cites Kessler, J.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Kessler, J

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.320106Z

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=pdf_text observed=2026-08-15T16:09:09.451625Z digest=sha256:734a5b12c860ba2b35e63014fa04c8e1b015b96e91db4355983475be05dc086a

Observation 2c796588-7cd6-470d-bb62-24960ed44cc4 · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 12

Resolution
verified exact
doi, observed 2026-08-15T16:09:09.615963Z

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=pdf_text observed=2026-08-15T16:09:09.454559Z digest=sha256:0e6951bf588fe15ceca7847b8e7ee55d9961daf58bbe18280080384d520d2291

Observation 8b8b21a3-c83d-49f9-9908-63725576a1b0 · outbound

This paper cites Moussa ¨ıd, N.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Moussa ¨ıd, N

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.311629Z

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=pdf_text observed=2026-08-15T16:09:09.458490Z digest=sha256:d12e06bfa37e60b65326536bb907a23e8a1792c70d97cc6c52a61cef4a9859c4

Observation 08dfe599-780d-46fe-b297-67c9d7828899 · outbound

This paper cites Moussa ¨ıd, D.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Moussa ¨ıd, D

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.303145Z

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=pdf_text observed=2026-08-15T16:09:09.461437Z digest=sha256:d8e8d9edebc0f9cb5ed1838df3ef266b3e2139ed37691f3fbd85f2843101286c

Observation d44df9f5-8b7b-41ed-bf99-c6aff76b541f · outbound

This paper cites Karnan, A.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Karnan, A

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.294422Z

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=pdf_text observed=2026-08-15T16:09:09.464332Z digest=sha256:94ae6028fd87d86b45534732007d663a2a469bec95c1dda194513d7b75d73a0c

Observation da918603-7765-472f-b99a-aa9383a5e0e9 · outbound

This paper cites Openai o3 and o4-mini system card, 2025.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Openai o3 and o4-mini system card, 2025

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.285651Z

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=pdf_text observed=2026-08-15T16:09:09.467296Z digest=sha256:9ff9c6eabd9d2845eeaa561f60477c67052d1523597d98a2f15d4fc58eec59b0

Observation 78f21009-35a9-4062-8d13-c75239333bbb · outbound

This paper cites Zhang, B.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Zhang, B

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.277324Z

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=pdf_text observed=2026-08-15T16:09:09.470269Z digest=sha256:96e0989e6d92910fa69303d30efd19a8dcd6000e3e2c493a7a5c1c3240d8c5fe

Observation 4d0442ee-7f3e-4452-8e7e-353bd32c35f6 · outbound

This paper cites PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs

Reference 18

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no resolver link, observed 2026-08-15T16:09:09.473481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.473481Z digest=sha256:90b60b0021e1d1b810320302c1c059ec8b0f9b89a040403a0a6ead3051039d87

Observation 601d362f-0b3e-4ad0-8332-2785e10d9e4f · outbound

This paper cites Guiding Long-Horizon Task and Motion Planning with Vision Language Models.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Guiding Long-Horizon Task and Motion Planning with Vision Language Models

Reference 19

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no resolver link, observed 2026-08-15T16:09:09.476780Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T16:09:09.476780Z digest=sha256:f2afc9ecdf8fb2339b5b3cf3c02b0c7057652ac81fb67c5db1cd4d910172caea

Observation dda746fd-342c-4d41-9b89-db53510c5bb0 · outbound

This paper cites Chang, S.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Chang, S

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.269544Z

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=pdf_text observed=2026-08-15T16:09:09.479935Z digest=sha256:5f79d41215b81eec7c99f4df35018279c6d83308e0a93668646025459ae98820

Observation a963da45-ead0-47c4-a031-b43c32c45466 · outbound

This paper cites Chang, S.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Chang, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.260478Z

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=pdf_text observed=2026-08-15T16:09:09.483013Z digest=sha256:816022e038e41f21423e5780cb140a0eb6027e66986bb0009fdaaeee3f8eaab9

Observation e915f67c-5c55-495e-a218-3aee85f81264 · outbound

This paper cites HuBo-VLM: Unified Vision-Language Model designed for HUman roBOt interaction tasks.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation HuBo-VLM: Unified Vision-Language Model designed for HUman roBOt interaction tasks

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:09:09.947474Z

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=pdf_text observed=2026-08-15T16:09:09.485689Z digest=sha256:67132795504b132cdda7497a79d5796d1da55fffe1eaeb7a9f16e69f8cfd8fd8

Observation ea2644f2-7191-43c9-bd58-a81a872a6bf7 · outbound

This paper cites CoNVOI: Context-aware Navigation using Vision Language Models in Outdoor and Indoor Environments.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CoNVOI: Context-aware Navigation using Vision Language Models in Outdoor and Indoor Environments

Reference 23

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no resolver link, observed 2026-08-15T16:09:09.488652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.488652Z digest=sha256:b35f15f34a6ad9c9a8a3cda3e277d04f881984089e711359ae54d0d692838b8e

Observation 3ce68ac1-087b-499d-8521-a083d36df4b1 · outbound

This paper cites Mobility VLA: Multimodal Instruction Navigation with Long-Context VLMs and Topological Graphs.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Mobility VLA: Multimodal Instruction Navigation with Long-Context VLMs and Topological Graphs

Reference 24

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no resolver link, observed 2026-08-15T16:09:09.491569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.491569Z digest=sha256:06fd02393a36797f300b968fd5c04ad8898d69be820bf5e56ecfdd1f877cefdf

Observation d333312d-080a-4f0f-a57a-f8b7b728bb0c · outbound

This paper cites BehAV: Behavioral Rule Guided Autonomy Using VLMs for Robot Navigation in Outdoor Scenes.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation BehAV: Behavioral Rule Guided Autonomy Using VLMs for Robot Navigation in Outdoor Scenes

Reference 25

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no resolver link, observed 2026-08-15T16:09:09.494683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.494683Z digest=sha256:92483b98ea23b1cd3e60cd60ca2ab09293d20bb4697e4420bce67be8b18e2f67

Observation 9cd0b670-40b6-4e2c-af3e-efc537703cbf · outbound

This paper cites LeLaN: Learning A Language-Conditioned Navigation Policy from In-the-Wild Videos.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation LeLaN: Learning A Language-Conditioned Navigation Policy from In-the-Wild Videos

Reference 26

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no resolver link, observed 2026-08-15T16:09:09.498085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.498085Z digest=sha256:5563ff11c88ebe39bb3a551630bdd57afcffcf2111d1857495802d2838a92e6d

Observation d3ee2306-22c3-456b-98d5-857937422e67 · outbound

This paper cites SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities

Reference 27

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no resolver link, observed 2026-08-15T16:09:09.501365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.501365Z digest=sha256:7f01c32b7c1c88c5d1d7f0473dd2a767374c4cd790d888ccd68c00712210dbd6

Observation 89a97022-28bf-4161-a2ef-ded6c3b78f39 · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 28

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unresolved
no resolver link, observed 2026-08-15T16:09:09.504246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.504246Z digest=sha256:fcb9888ca8c4aeb61d423693e1e695cbe82fdc1c1ace4b10d8c1fd6fa5a08d93

Observation fa04703e-6e6f-4489-be34-9c4b4af5529f · outbound

This paper cites Helbing and P.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Helbing and P

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.252382Z

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=pdf_text observed=2026-08-15T16:09:09.507014Z digest=sha256:b50622ee45b7c35206ebda75e4625d1f063f26b0d00869794174d0f009e3821d

Observation c06f0127-7fd2-4568-8d28-cf44e1db2e45 · outbound

This paper cites Mumm and B.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Mumm and B

Reference 30

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no resolver link, observed 2026-08-15T16:09:09.509689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.509689Z digest=sha256:19131d6363fc23932bc733da115274f43521d260ef2c4f75115c7771b87ac6d2

Observation d8463d73-6f02-486d-996d-8b2e0a43ad17 · outbound

This paper cites Hirose, D.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Hirose, D

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.243934Z

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=pdf_text observed=2026-08-15T16:09:09.512211Z digest=sha256:be31ff4d508f2013bc83684948584838cc1f02c84819213c83f840d8a82f40b0

Observation 1fdd5333-24bc-4874-8058-9f9997c31c70 · outbound

This paper cites Zhu and T.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Zhu and T

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.234039Z

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=pdf_text observed=2026-08-15T16:09:09.514737Z digest=sha256:52cfce6c28727f872c20871fca7763dad3f47a93a79eae0b62450ffd110e45e6

Observation 6c481bd7-9ed3-4b18-8fcd-d1851f72381d · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 33

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unresolved
raw_fallback, observed 2026-08-15T16:09:10.225022Z

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=pdf_text observed=2026-08-15T16:09:09.517444Z digest=sha256:58513080dae47896c21f6198cc711c93e3aedebc77ac109f9efba1007ac00ee3

Observation 51229579-36ac-41cf-ac1e-cb54ed388937 · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:09:10.215425Z

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=pdf_text observed=2026-08-15T16:09:09.520178Z digest=sha256:b5d1fbc87c0af2690c6a9fa8484360b2aa824a5f271ed7ee10d6d741cadcc6c2

Observation 8d8ea0fc-275c-44fc-86b4-c7be98603cb8 · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 35

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unresolved
raw_fallback, observed 2026-08-15T16:09:10.206057Z

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=pdf_text observed=2026-08-15T16:09:09.522973Z digest=sha256:db9f5525261131354259192c5d873565fbd757b160b46af12a19cf00dc67d96e

Observation f4f0d0a0-3120-4bcd-89aa-8dee6699e61f · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T16:09:09.525808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.525808Z digest=sha256:38d908c6ceda2de4e30e36a8b02bb726387386c660950dd873033a1a0e46560c

Observation fd844bbb-920d-427a-9379-d233d16c1814 · outbound

This paper cites an unresolved cited work.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Unresolved cited work

Reference 37

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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=pdf_text observed=2026-08-15T16:09:09.528785Z digest=sha256:f7ff1d063a5db018510d8e9b607338149238ea31b1e3551306613de002bbb8f4

Observation 80e85337-c56c-435c-9b07-671a0c1d66a9 · outbound

This paper cites Hirose, D.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Hirose, D

Reference 38

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no resolver link, observed 2026-08-15T16:09:09.531559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.531559Z digest=sha256:eda767fad2aad1358ec5724d17f97b643f857741694b4ee8acda504558930979

Observation 6012a5e8-fb67-4766-b76b-7354c207465f · outbound

This paper cites Social-LLaVA: Enhancing Robot Navigation through Human-Language Reasoning in Social Spaces.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Social-LLaVA: Enhancing Robot Navigation through Human-Language Reasoning in Social Spaces

Reference 39

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no resolver link, observed 2026-08-15T16:09:09.535002Z

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source=pdf_text observed=2026-08-15T16:09:09.535002Z digest=sha256:2ad9712c16c979ff37954e4940356485f8795dafd9806551c9c7f56cca0cb6b4

Observation 87ff0b86-196d-4309-9e13-314e84b87190 · outbound

This paper cites ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T16:09:09.537952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.537952Z digest=sha256:95df36d8b0d88a5dced178fba96d97cb44e2af002ee6f51bfc4bfa4ab8d03cd8

Observation b9cf18b3-78fc-4394-8b97-4d9947d560d2 · outbound

This paper cites Zhang, C.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Zhang, C

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.187874Z

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=pdf_text observed=2026-08-15T16:09:09.540949Z digest=sha256:df1a163485875c1ae330c29dcc46c40f05c7206066632d79f728c605f293312b

Observation b2f2e624-7885-4af5-81a5-fe6d55540101 · outbound

This paper cites Embodied Scene Understanding for Vision Language Models via MetaVQA.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Embodied Scene Understanding for Vision Language Models via MetaVQA

Reference 42

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no resolver link, observed 2026-08-15T16:09:09.543760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.543760Z digest=sha256:3a51557b8a285926ffdf8b96190f64c78d10ad647f1824855d47bc6d6eb0167f

Observation ac0f48aa-5854-459d-94a0-07b368231f2e · outbound

This paper cites Probing Multimodal LLMs as World Models for Driving.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Probing Multimodal LLMs as World Models for Driving

Reference 43

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no resolver link, observed 2026-08-15T16:09:09.546597Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T16:09:09.546597Z digest=sha256:4d56022ba43208b3152370445ec08289e1bb9f0f04df08e63516c784bb5ed865

Observation 23449f9c-1257-4a6d-9b06-e633ddb65d8b · outbound

This paper cites Chow*, J.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Chow*, J

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.177665Z

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=pdf_text observed=2026-08-15T16:09:09.549885Z digest=sha256:b3b52b1fab7d9e35502af5ed2186e1e5c87e5858deba4765585527e6268b7d16

Observation 734bc7b8-7c67-4efd-86e5-5288670a3688 · outbound

This paper cites Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 45

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unresolved
no resolver link, observed 2026-08-15T16:09:09.553196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.553196Z digest=sha256:8775a9d7566b75a3cd51a92c18dd39e3dded3234593fe7a500609175478e891d

Observation 4ae1749d-d475-474b-b47d-5f17c7fda854 · outbound

This paper cites Rajasegaran, G.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Rajasegaran, G

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.168523Z

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=pdf_text observed=2026-08-15T16:09:09.556022Z digest=sha256:96a4bb4b33a418cd04648b4378a9f0635d74c128cb79d32b2ccc3036bd5a1f28

Observation 6ae716ce-d9ea-469b-a809-a75646e658af · outbound

This paper cites CREStE: Scalable Mapless Navigation with Internet Scale Priors and Counterfactual Guidance.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CREStE: Scalable Mapless Navigation with Internet Scale Priors and Counterfactual Guidance

Reference 47

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unresolved
no resolver link, observed 2026-08-15T16:09:09.558906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.558906Z digest=sha256:3f897df3d7351c2fd478316379aa75af42af1c14e932b43c10afbe765da74c1e

Observation ea3826ca-6b2a-448c-9d62-ff031293c203 · outbound

This paper cites Tadic, A.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Tadic, A

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.158595Z

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=pdf_text observed=2026-08-15T16:09:09.561984Z digest=sha256:96518457bdf55b644eba3143c01ab317a2a8ad5b1c73c00bd022216bc3d07588

Observation aac568b5-1052-4584-9b1a-9bb4db5b7ba1 · outbound

This paper cites Aharony, A.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Aharony, A

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.149038Z

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=pdf_text observed=2026-08-15T16:09:09.564967Z digest=sha256:06193cd7eca8fbaab0558400d9301b57b0053fe140aa53fcdf4cfd1a77e02ff6

Observation d00309d1-a46e-4af6-967a-91d8a4fe1937 · outbound

This paper cites Prolific.https://www.prolific.com, 2014.Accessed on [date accessed].

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Prolific.https://www.prolific.com, 2014.Accessed on [date accessed]

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:09:10.139095Z

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=pdf_text observed=2026-08-15T16:09:09.567758Z digest=sha256:73022dab275d9355b5e211743ae752e282f82849e9b97deecf6530e8710c491a

Observation 9616f61f-1b87-4fa3-91c1-7fa11f57e707 · outbound

This paper cites Antol, A.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Antol, A

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T16:09:09.570918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.570918Z digest=sha256:f456fd6215f4369b2ee88520cb72437ad04c10a21a5cb8db93cf85a28c2f884f

Observation cf365ace-2bfc-4fa6-9aa0-1e64b1e83e24 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 52

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.573838Z digest=sha256:52355d4853b8f186d89277c3f5270384b763d949c91f452146ac7d1fe33a02e8

Observation 701aa8ba-57e0-404b-aacb-18f69344c1be · outbound

This paper cites SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models.

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

Reference 53

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malformed identifier
no resolver link, observed 2026-08-15T16:09:09.577056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:09:09.577056Z digest=sha256:e439f55b87d95e321c4e59f44f2bcd5c6d7f51b86963aa88e048c47e4c0d4850

Pith citing papers

Observation fbe228f8-93eb-4a05-9d7c-aa608b56c5de · inbound

Act on What You See: Unlocking Safe Social Navigation in Vision-Language-Action Models cites this paper.

Act on What You See: Unlocking Safe Social Navigation in Vision-Language-Action Models SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation

Reference 28

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verified exact
arxiv_id, observed 2026-07-03T06:07:41.699543Z

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=pdf_text observed=2026-06-27T12:52:38.764427Z digest=sha256:e2e5cad59937d85317fc13e355f55e7042422948870b452977f20eae5b5fe04b

Observation 2858a009-7d4f-4402-86ab-5a3ad7b4ba71 · inbound

NormAct: Benchmarking Embodied Agents' Proactive Compliance with Unspoken Social Norms cites this paper.

NormAct: Benchmarking Embodied Agents' Proactive Compliance with Unspoken Social Norms SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation

Reference 50

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verified exact
arxiv_id, observed 2026-07-01T16:55:51.087519Z

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=2026-06-29T04:26:43.018373Z digest=sha256:c928abd17e3eb40b5dac659a2a521d41e70bdde4aaecaedde247b2d853a2f145