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Paper Citation Record · LEDGER

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 12 inbound Pith citation observations for arXiv:2412.10439.

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

pith.paper-citation-record.v1
2412.10439 v3

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:07:09.716879Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:47:55.094764Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:20:06.905778Z

Reference resolution

18 of 18 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0e265db-6720-47f4-92c8-e5cf150c9b33 · outbound

This paper cites https : / / www.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs https : / / www

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.860111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.666944Z digest=sha256:5899dfa561642eb4b509b76725c761ef9a44578e3fa725d92311888c20ed864b

Observation b75a02c4-c018-4d2a-b87a-66420e42cfa4 · outbound

This paper cites https : / / learn.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs https : / / learn

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.852975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.670737Z digest=sha256:87ab707b8e8ad1f276319a64478e9b812c9af488106624080dcf0f3df1a48401

Observation 05b460bb-bd0b-4e4b-9af2-f50cdf607cb0 · outbound

This paper cites https : / / www.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs https : / / www

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.845728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.673685Z digest=sha256:138a3e8c53a9021590cab1c72bcb0feef4008aadbcad430bcfad7bca5c62fd83

Observation 4c8d5194-e618-439f-bd69-614d1d8652ad · outbound

This paper cites GPT-4 Technical Report.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs GPT-4 Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.676735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.676735Z digest=sha256:116d2b9e388404fd6ff83af4a2ff4438e6e38330711ab939b5b5dce85c325cee

Observation 847b153e-c4bf-4699-9b20-a4f2f0b60659 · outbound

This paper cites Language Models are Few-Shot Learners.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Language Models are Few-Shot Learners

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.680205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.680205Z digest=sha256:b898e3125a2c92e6865a71fb3ea38d83ea530dd471c556373888d5147555b543

Observation 90d35b2f-7167-465a-83a9-9c0d17af2395 · outbound

This paper cites Matterport3D: Learning from RGB- D data in indoor environments.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Matterport3D: Learning from RGB- D data in indoor environments

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.838746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.683715Z digest=sha256:efe9f82caebc5b2b233955200f21f2f1e66ae8456ae0ae425b17ba10c08adbbc

Observation ec74b542-d0c8-45cb-9d99-41eb3383bd74 · outbound

This paper cites Object goal navi- gation using goal-oriented semantic exploration.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Object goal navi- gation using goal-oriented semantic exploration

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.831514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.686548Z digest=sha256:aa5880e5de2c14867cb4784b888a1e816ac4e1a797a0203094644c530a1d22a6

Observation 3645df40-0073-4912-97b2-2db301937771 · outbound

This paper cites The Llama 3 Herd of Models.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs The Llama 3 Herd of Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.689259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.689259Z digest=sha256:c68c53f87a7fa56898ff2ac410395b17f9e137730324ec136e50cc0382484e63

Observation e4557705-b72d-4436-b99e-ce9733ca628b · outbound

This paper cites Cows on pasture: Base- lines and benchmarks for language-driven zero-shot object navigation.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Cows on pasture: Base- lines and benchmarks for language-driven zero-shot object navigation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.823690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.692439Z digest=sha256:dcedbe117a67f4bcf801355138523b7e728c0d9d19d5a02ca4d811d38fb88433

Observation f94238e9-a0db-4e9f-b418-183b147ccf85 · outbound

This paper cites Conceptgraphs: Open-vocabulary 3d scene graphs for per- ception and planning.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Conceptgraphs: Open-vocabulary 3d scene graphs for per- ception and planning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.813883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.695700Z digest=sha256:e92603ea521edc991af8d150e95f4433ceb17406cc0164705b04e86440f99cd5

Observation dd200a4d-45e3-466b-8dc2-98ea4bf95dbf · outbound

This paper cites CogVLM2: Visual Language Models for Image and Video Understanding.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs CogVLM2: Visual Language Models for Image and Video Understanding

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.698224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.698224Z digest=sha256:d2be430134ec256087b888202503f31540c68b2110c24ed67ebf19a58e38934e

Observation d5f9bad2-4505-45ea-9e44-e0dc6f7fc7a1 · outbound

This paper cites Habitat-matterport 3d dataset (HM3d): 1000 large- scale 3d environments for embodied AI.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Habitat-matterport 3d dataset (HM3d): 1000 large- scale 3d environments for embodied AI

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.805874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.701152Z digest=sha256:0334d081a9b24f3a14beec3199a5a543015baa12e7b6cec497a747a67e62f99f

Observation 171000fe-c140-4e75-bd37-12ce3e9861e5 · outbound

This paper cites VoroNav: Voronoi-based Zero-shot Object Navigation with Large Language Model.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs VoroNav: Voronoi-based Zero-shot Object Navigation with Large Language Model

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.703726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.703726Z digest=sha256:05c8168237739c8bb7e175cb05e28f980db54d4005203c62456c0b7064142cf7

Observation 76f63792-4c35-4a00-b560-a94f8db4286e · outbound

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

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.706481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.706481Z digest=sha256:4eb14c785de2749fa30898b3fb615c69f829dda53ba94c0663aa0668c6b6520a

Observation ad712821-321a-4bf1-9541-72d212d52235 · outbound

This paper cites SG-Nav: Online 3D Scene Graph Prompting for LLM-based Zero-shot Object Navigation.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs SG-Nav: Online 3D Scene Graph Prompting for LLM-based Zero-shot Object Navigation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T18:07:09.709240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:07:09.709240Z digest=sha256:aaf26f019ea16561aa03140b96ea831a2add05efdd2a4d740844c7e45d72bb3e

Observation e6c148d9-8c85-4165-8c59-9b19f4552820 · outbound

This paper cites L3mvn: Leveraging large language models for visual target naviga- tion.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs L3mvn: Leveraging large language models for visual target naviga- tion

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.798213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.712066Z digest=sha256:ff122e928ec2c2bd13ef393803e59151f7b40682fc1ffe682ee8d4596782afff

Observation a2ff01a2-af97-4b18-a440-7c8d1c975d5a · outbound

This paper cites A simple framework for open-vocabulary segmentation and detection.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs A simple framework for open-vocabulary segmentation and detection

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.790598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.714492Z digest=sha256:1cb1f32c4a427fd6351c6c4b803a582a9de80d266325ef51000bfc6c8434ea14

Observation e89f4637-5da1-4678-bde4-20d76552f32c · outbound

This paper cites Esc: Ex- ploration with soft commonsense constraints for zero-shot object navigation.

CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs Esc: Ex- ploration with soft commonsense constraints for zero-shot object navigation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:07:09.782503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-11T18:07:09.716879Z digest=sha256:78db298a4db61017127791f77b7616026bb5737b238c8dd7e9b2e462d19180bf

Pith citing papers

Observation d0437ba2-6c1d-4594-aa60-9718e60c1052 · inbound

ObjectFinder: An Open-Vocabulary Assistive System for Interactive Object Search by Blind People cites this paper.

ObjectFinder: An Open-Vocabulary Assistive System for Interactive Object Search by Blind People CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T22:47:55.094764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:47:55.094764Z digest=sha256:4ada3003176796b7b5087f455835ac6342381073d5dfc3d89f0257694af5bb19

Observation ca8eb7ab-87a8-489a-9434-e4c0774b1bb2 · inbound

TrackVLA: Embodied Visual Tracking in the Wild cites this paper.

TrackVLA: Embodied Visual Tracking in the Wild CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:58:38.925304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:58:38.925304Z digest=sha256:e77844747dd1a94b306f49e2b3f8c2f143137511bc0648998c03e08a25a44643

Observation 0b8c31d0-66db-44f9-9ef4-7319f9e8b31b · inbound

BoxFusion: Reconstruction-Free Open-Vocabulary 3D Object Detection via Real-Time Multi-View Box Fusion cites this paper.

BoxFusion: Reconstruction-Free Open-Vocabulary 3D Object Detection via Real-Time Multi-View Box Fusion CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T23:57:19.841794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:57:19.841794Z digest=sha256:7c9ea2908d3192c558a51d8e9a08d0350af24ede2371506f1e409f7a9bb4c112

Observation 5c4d8f2e-c84c-4b04-a945-e74d6dd55039 · inbound

A Survey: Learning Embodied Intelligence from Physical Simulators and World Models cites this paper.

A Survey: Learning Embodied Intelligence from Physical Simulators and World Models CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 189

Resolution
unresolved
no resolver link, observed 2026-08-06T21:09:06.914791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:09:06.914791Z digest=sha256:2367468d48d268a92520b484bd69f7427322c953cc81912d82c365dc7b3ef485

Observation 41525ef1-e962-4a36-b570-397e5e92e55e · inbound

FSUNav: A Cerebrum-Cerebellum Architecture for Fast, Safe, and Universal Zero-Shot Goal-Oriented Navigation cites this paper.

FSUNav: A Cerebrum-Cerebellum Architecture for Fast, Safe, and Universal Zero-Shot Goal-Oriented Navigation CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-13T19:03:08.598388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T18:58:48.779518Z digest=sha256:59bcd8387a0dbf2ed300e94e806fcd7e5e5faaf02c7d26b118f2679fb1c4a32f

Observation 4de19eb7-4fa8-467a-bd95-81c8ee95b889 · inbound

HiRO-Nav: Hybrid ReasOning Enables Efficient Embodied Navigation cites this paper.

HiRO-Nav: Hybrid ReasOning Enables Efficient Embodied Navigation CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T07:41:01.420570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T17:01:13.350219Z digest=sha256:5080af0413864bb0ae1939b34ad7b50fa4ce7b1c44c4b1cae785fd71959ee77b

Observation a426d578-2154-4528-a019-b77209d15648 · inbound

OVAL: Open-Vocabulary Augmented Memory Model for Lifelong Object Goal Navigation cites this paper.

OVAL: Open-Vocabulary Augmented Memory Model for Lifelong Object Goal Navigation CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-10T14:35:35.087834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T14:32:17.927001Z digest=sha256:e5457aabca368e369b9adea83e973e85b66c9cae9172cdd6d9d6d9f24170855f

Observation 0fafb9bc-b417-4a43-b76b-0450818abd2a · inbound

IntentNav: Learning Spatial-Visual Object Navigation from Human Demonstrations cites this paper.

IntentNav: Learning Spatial-Visual Object Navigation from Human Demonstrations CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-02T21:07:24.245311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-27T19:54:58.135809Z digest=sha256:20a24f0bf5f9e26c5c95f7f9bef59448b3efb8a5379528b72ed90dade588f3a2

Observation 1b302776-5c07-4ba9-b7c0-97fa8aff2e96 · inbound

Qwen-RobotNav Technical Report: A Scalable Navigation Model Designed for an Agentic Navigation System cites this paper.

Qwen-RobotNav Technical Report: A Scalable Navigation Model Designed for an Agentic Navigation System CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T21:28:59.225123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-27T00:28:04.678371Z digest=sha256:630943e00c24a6f4c128cb9efa977c464ec059b4709b04611802709a92d644ec

Observation 9cbdba00-8369-4840-8444-c82456bb14f9 · inbound

Qwen-RobotNav Technical Report: A Scalable Navigation Model Designed for an Agentic Navigation System cites this paper.

Qwen-RobotNav Technical Report: A Scalable Navigation Model Designed for an Agentic Navigation System CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T10:54:36.821029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T10:47:20.911408Z digest=sha256:8e1b3f75ef65471304632ab91276bff735b8e55a804f635bba9fbfb7345eda97

Observation 6278a914-ad85-4e14-b9bd-66fea500e0ef · inbound

SAGE-Nav: Leveraging LLM Planning and Alignment Fusion for Hierarchical Scene Graph-Guided Navigation cites this paper.

SAGE-Nav: Leveraging LLM Planning and Alignment Fusion for Hierarchical Scene Graph-Guided Navigation CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-04T19:20:06.907558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-25T21:28:01.593510Z digest=sha256:2ea259f3717527cf3d6822ebbf96be6171692a9e5788a5c3f0fde76228716d3a

Observation af182f94-df7f-496c-88fe-ed3cec87d246 · inbound

LocalNav: Distilling Frontier VLMs and Embodied RL for On-Device Object Goal Navigation cites this paper.

LocalNav: Distilling Frontier VLMs and Embodied RL for On-Device Object Goal Navigation CogNav: Cognitive Process Modeling for Object Goal Navigation with LLMs

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-06-29T19:23:54.270030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-29T04:46:12.483085Z digest=sha256:239cca1dd9e1b2ad0f42032aa01e3b721426dfe28d064ccc0be5f730109d69c7