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Paper Citation Record · LEDGER

ForesightNav: Learning Scene Imagination for Efficient Exploration

As of 20 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2504.16062.

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

pith.paper-citation-record.v1
2504.16062 v3

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:15:36.247808Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:52:11.398022Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T22:30:17.335583Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved19
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 38b721e2-3dfb-4e33-8ae0-2e25ce860ad7 · outbound

This paper cites On Evaluation of Embodied Navigation Agents.

ForesightNav: Learning Scene Imagination for Efficient Exploration On Evaluation of Embodied Navigation Agents

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a81a2ee9-58c3-4df5-b801-0c997c2050b9 · outbound

This paper cites 3d scene graph: A structure for unified semantics, 3d space, and cam- era.

ForesightNav: Learning Scene Imagination for Efficient Exploration 3d scene graph: A structure for unified semantics, 3d space, and cam- era

Reference 2

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raw_fallback, observed 2026-08-16T11:15:36.764865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 12eaf767-4db1-48f0-b53a-47105736272a · outbound

This paper cites ObjectNav Revisited: On Evaluation of Embodied Agents Navigating to Objects.

ForesightNav: Learning Scene Imagination for Efficient Exploration ObjectNav Revisited: On Evaluation of Embodied Agents Navigating to Objects

Reference 3

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Unavailable: canonical work link unavailable.

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Observation 971e2dbf-c176-4c2c-939f-f4f80179bf12 · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

ForesightNav: Learning Scene Imagination for Efficient Exploration Emerg- ing properties in self-supervised vision transformers

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.080295Z digest=sha256:dd9f7cf58a664db57c45e1e3042fc3e03c9fed3f4c2bbd91554bb4ae42cadc27

Observation b520aec1-5594-4508-b2ca-0a93add96b99 · outbound

This paper cites Seman- tic visual navigation by watching youtube videos.

ForesightNav: Learning Scene Imagination for Efficient Exploration Seman- tic visual navigation by watching youtube videos

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.744348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 96bb3a84-574d-4a2b-b46d-f000d9a64c67 · outbound

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

ForesightNav: Learning Scene Imagination for Efficient Exploration Object goal navi- gation using goal-oriented semantic exploration

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.089857Z digest=sha256:50be98e9c5a999eddcbefee8a216356dd89fffd6092d353a609b167ad11abcd8

Observation 0f2599d9-dab5-4e10-ac63-fb511927c852 · outbound

This paper cites How To Not Train Your Dragon: Training-free Embodied Object Goal Navigation with Semantic Frontiers.

ForesightNav: Learning Scene Imagination for Efficient Exploration How To Not Train Your Dragon: Training-free Embodied Object Goal Navigation with Semantic Frontiers

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9b0aa2fc-d781-46f9-b808-f3f465da84d9 · outbound

This paper cites Procthor: Large-scale embodied ai using procedural generation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Procthor: Large-scale embodied ai using procedural generation

Reference 8

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Observation 2c9d8424-6331-4104-884f-c9384ec13251 · outbound

This paper cites Can an embodied agent find your ”cat- shaped mug”? llm-based zero-shot object navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Can an embodied agent find your ”cat- shaped mug”? llm-based zero-shot object navigation

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 060078a6-9d13-4083-9859-624ce6eae618 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

ForesightNav: Learning Scene Imagination for Efficient Exploration An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 10

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Observation cf602859-fb13-423b-8f20-83e69898257e · outbound

This paper cites The cognitive map in humans: spatial navi- gation and beyond.

ForesightNav: Learning Scene Imagination for Efficient Exploration The cognitive map in humans: spatial navi- gation and beyond

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 8962a7f0-46c0-4290-a0a6-296d05bad08b · outbound

This paper cites Beyond the frontier: Pre- dicting unseen walls from occupancy grids by learning from floor plans.

ForesightNav: Learning Scene Imagination for Efficient Exploration Beyond the frontier: Pre- dicting unseen walls from occupancy grids by learning from floor plans

Reference 12

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 47cf4f4d-0ad8-4c7a-aa98-357213488adf · outbound

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

ForesightNav: Learning Scene Imagination for Efficient Exploration Cows on pasture: Base- lines and benchmarks for language-driven zero-shot object navigation

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3d0053ce-aa47-4650-8c22-d7a2f9de475d · outbound

This paper cites RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigation

Reference 14

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no resolver link, observed 2026-08-16T11:15:36.123686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.123686Z digest=sha256:e5b11f9de4f667efc20fd3496003cd3cf4c0f0b6405eb682a50b7004d0695c90

Observation 772ba776-3f30-405b-af3f-8017165a1ee1 · outbound

This paper cites Learning to map for active semantic goal navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Learning to map for active semantic goal navigation

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.668975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 01cb395d-3873-4845-a2f0-886b53053037 · outbound

This paper cites Cross-modal map learning for vision and language navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Cross-modal map learning for vision and language navigation

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation dbb6dbf2-09b1-47a5-af7e-c3f136bc2eae · outbound

This paper cites Navigating to objects in the real world.

ForesightNav: Learning Scene Imagination for Efficient Exploration Navigating to objects in the real world

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 03efc5ec-0249-492f-821c-871600be57fe · outbound

This paper cites Object goal navigation using data regularized q- learning.

ForesightNav: Learning Scene Imagination for Efficient Exploration Object goal navigation using data regularized q- learning

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c0a635b0-034d-4513-bf86-18b7d641f08e · outbound

This paper cites ConceptGraphs: Open-Vocabulary 3D Scene Graphs for Perception and Planning.

ForesightNav: Learning Scene Imagination for Efficient Exploration ConceptGraphs: Open-Vocabulary 3D Scene Graphs for Perception and Planning

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d2f173dd-6adc-487f-990d-37cf73b51c67 · outbound

This paper cites Masked autoencoders are scalable vision learners.

ForesightNav: Learning Scene Imagination for Efficient Exploration Masked autoencoders are scalable vision learners

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.618330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 6387cf24-2b1c-4b17-a1b1-45a83d1b84f5 · outbound

This paper cites Visual language maps for robot navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Visual language maps for robot navigation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.606626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.152387Z digest=sha256:020148473a7207765de06800439b864a23f5f109baece7dd8f89ebb93f5cbea0

Observation 55f8a8fc-f33c-46b1-bf59-3f3c6ae63ba9 · outbound

This paper cites ConceptFusion: Open-set Multimodal 3D Mapping.

ForesightNav: Learning Scene Imagination for Efficient Exploration ConceptFusion: Open-set Multimodal 3D Mapping

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.156064Z digest=sha256:ad8a293cbb9ac54210ecf379965fd9f93b5fa4423c540c86c5b4b1276b2df81a

Observation 0f4b247b-cc62-434d-aa10-32846a97497f · outbound

This paper cites Uncertainty-aware occupancy map pre- diction using generative networks for robot navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Uncertainty-aware occupancy map pre- diction using generative networks for robot navigation

Reference 23

Resolution
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raw_fallback, observed 2026-08-16T11:15:36.594944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 76d24781-ee6a-4cbb-b802-cce9d6a15d29 · outbound

This paper cites Language-driven Semantic Segmentation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Language-driven Semantic Segmentation

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.163468Z digest=sha256:f4d09f9e6e06e748692d270277f5c13dc5f4504b50c029223072e2ee8a977a0b

Observation 529f97a4-f3b1-4d27-8a2c-a65146dd058a · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

ForesightNav: Learning Scene Imagination for Efficient Exploration Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation cb6bd038-c279-4cb0-aa79-c3a4bfb95cd5 · outbound

This paper cites Learning-augmented model-based planning for vi- sual exploration.

ForesightNav: Learning Scene Imagination for Efficient Exploration Learning-augmented model-based planning for vi- sual exploration

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.576052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 813baebc-8646-443b-8902-dba59f7af2c1 · outbound

This paper cites Drone-surveillance for search and rescue in natural disaster.

ForesightNav: Learning Scene Imagination for Efficient Exploration Drone-surveillance for search and rescue in natural disaster

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.564662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation eb86bd54-21ae-4253-ad9b-f2f5a89f7464 · outbound

This paper cites Ippon: Common sense guided informative path planning for object goal navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Ippon: Common sense guided informative path planning for object goal navigation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.553093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4786da1f-e4fe-4817-b97b-941f61658899 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

ForesightNav: Learning Scene Imagination for Efficient Exploration Learning transferable visual models from natural language supervi- sion

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.184033Z digest=sha256:3bc1f58224fd1f93c3c3362a0e9ebf8a0e70977f0bd96810785b45ab210bfd25

Observation c264ad31-9970-4fdb-995c-ea49e0b2682c · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

ForesightNav: Learning Scene Imagination for Efficient Exploration Learning transferable visual models from natural language supervi- sion

Reference 30

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no resolver link, observed 2026-08-16T11:15:36.187924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7e84f56b-cd57-442a-a451-20fc6f1f2da9 · outbound

This paper cites Pirlnav: Pretraining with imitation and rl finetuning for objectnav.

ForesightNav: Learning Scene Imagination for Efficient Exploration Pirlnav: Pretraining with imitation and rl finetuning for objectnav

Reference 31

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no resolver link, observed 2026-08-16T11:15:36.191643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.191643Z digest=sha256:9bf94b2f314cd2de4689289e9cda0f58f4c07383268d7f9a3648c599abb36f75

Observation 2f71d53a-ee8b-4c14-babe-7e06a0157dd7 · outbound

This paper cites Sayplan: Ground- ing large language models using 3d scene graphs for scalable task planning.

ForesightNav: Learning Scene Imagination for Efficient Exploration Sayplan: Ground- ing large language models using 3d scene graphs for scalable task planning

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.195619Z digest=sha256:960f90b3b5b408915e2df7faf3bbc18fe6fd7fe581924ca21dc5a422c08d607c

Observation 0212032f-f0f4-406a-9a68-61f245740871 · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

ForesightNav: Learning Scene Imagination for Efficient Exploration U- net: Convolutional networks for biomedical image segmen- tation

Reference 33

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no resolver link, observed 2026-08-16T11:15:36.200314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.200314Z digest=sha256:6f479c82282d6a65c2c4eeee7b8504fd120c47b55ce9f5bb199067074248c3c7

Observation e7ef82ca-1d55-4376-8f10-8865ac085b45 · outbound

This paper cites SC-Explorer: Incremental 3D Scene Completion for Safe and Efficient Exploration Mapping and Planning.

ForesightNav: Learning Scene Imagination for Efficient Exploration SC-Explorer: Incremental 3D Scene Completion for Safe and Efficient Exploration Mapping and Planning

Reference 34

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no resolver link, observed 2026-08-16T11:15:36.204078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.204078Z digest=sha256:8d520bc7246acb05bcf2562c8dfa7b872a779f57d4af75520b0dfc89b607dff2

Observation 40b579e1-96fe-4125-a40b-a5d22ce09a3f · outbound

This paper cites Pop-3d: Open-vocabulary 3d occupancy prediction from im- ages.

ForesightNav: Learning Scene Imagination for Efficient Exploration Pop-3d: Open-vocabulary 3d occupancy prediction from im- ages

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.506780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.208282Z digest=sha256:71eab620292a1d79c47d2d9be8707c881109995f961306742f8aeb97e07c8057

Observation 24d383dc-ab89-4f43-aaa0-a9295820773d · outbound

This paper cites Autonomous power line inspection with drones via perception-aware mpc.

ForesightNav: Learning Scene Imagination for Efficient Exploration Autonomous power line inspection with drones via perception-aware mpc

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.494996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.213131Z digest=sha256:cda7803bac255e01571e91072e6bda44a2fe557a52299bf3063b2a1cbb9156d2

Observation 7dab7c84-8d7f-46e2-b9f1-62508b8b67cf · outbound

This paper cites A frontier-based approach for autonomous exploration.

ForesightNav: Learning Scene Imagination for Efficient Exploration A frontier-based approach for autonomous exploration

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.482256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.216831Z digest=sha256:e2106cd029d35e19cf4a67baa291e0f08b8a8c65f06cfacd512aa71a23b642e4

Observation cc9c6c0b-a81e-47fc-ad6c-2158c025dcf9 · outbound

This paper cites Auxiliary Tasks and Exploration Enable ObjectNav.

ForesightNav: Learning Scene Imagination for Efficient Exploration Auxiliary Tasks and Exploration Enable ObjectNav

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:36.220530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:36.220530Z digest=sha256:325500011475a25223c7b71671fda5ad95b183bd3efdba80bdaff31711cc1f32

Observation 4ed0e6c1-dc76-4e11-ae06-9f009c34a236 · outbound

This paper cites Vlfm: Vision- language frontier maps for zero-shot semantic navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Vlfm: Vision- language frontier maps for zero-shot semantic navigation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.469050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.224877Z digest=sha256:d355ee1287d67b86c7c866bcc38b9157ae940ec0c70242ec951f2df6b4bc7ba8

Observation 56f5b25f-3c4b-4ef0-a550-eed256789a7f · outbound

This paper cites Poliformer: Scaling on-policy rl with transformers results in masterful navigators.

ForesightNav: Learning Scene Imagination for Efficient Exploration Poliformer: Scaling on-policy rl with transformers results in masterful navigators

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.456818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.229046Z digest=sha256:d5ee4e0af87d8501fb4d847d4b985d00801040bc335531b125e18b8dfd9d7f72

Observation a5e0ef98-fa9c-49ac-92ce-3d696d223f52 · outbound

This paper cites Tag map: A text-based map for spatial reason- ing and navigation with large language models.

ForesightNav: Learning Scene Imagination for Efficient Exploration Tag map: A text-based map for spatial reason- ing and navigation with large language models

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.443603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.232767Z digest=sha256:47503cb2559d848771c99b054ca59c4bba2cd69921aa859bed9125c5902768e2

Observation 2fed6227-3039-41a9-9dbc-f4aeb8007f10 · outbound

This paper cites Imagine before go: Self-supervised generative map for object goal navigation.

ForesightNav: Learning Scene Imagination for Efficient Exploration Imagine before go: Self-supervised generative map for object goal navigation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.431550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.236915Z digest=sha256:90d3488aff7b99d19e191b26f422a2f7eeb426b791db881e7a77d8f340367d08

Observation 3a9f108e-5291-45bc-8a0b-ac47ed749008 · outbound

This paper cites Structured3d: A large photo-realistic dataset for structured 3d modeling.

ForesightNav: Learning Scene Imagination for Efficient Exploration Structured3d: A large photo-realistic dataset for structured 3d modeling

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.419437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.240473Z digest=sha256:b6a88ae202a998671136efc944e6ca31636a608d2c587765812ad567ebca7716

Observation f26d6695-e8ce-4ac2-b37a-2468a77e3a9c · outbound

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

ForesightNav: Learning Scene Imagination for Efficient Exploration Esc: Ex- ploration with soft commonsense constraints for zero-shot object navigation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.406698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.244157Z digest=sha256:1c33e1ab448d7532f70b4f6a644d77a940e4251c0352c39d08f10651eac9b9ff

Observation b6b7a7df-3b58-4b87-ab65-5b38ae88f937 · outbound

This paper cites It con- tains 3,500 scenes in total, split into 3,000 for training and 500 for validation.

ForesightNav: Learning Scene Imagination for Efficient Exploration It con- tains 3,500 scenes in total, split into 3,000 for training and 500 for validation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:36.394827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T11:15:36.247808Z digest=sha256:0a24eb733e7c0ed529029d885ab2dedbbc47eda406928fc4f74bd63aec97bcdd

Pith citing papers

Observation 9c089721-ef6c-42d7-9c52-c5f3b6abfb02 · inbound

Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation cites this paper.

Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation ForesightNav: Learning Scene Imagination for Efficient Exploration

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-07T13:52:11.398022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:52:11.398022Z digest=sha256:06a42d84840410829d93323e502ceb88b03aa35fd4c10a0d9491e9ceb5b57f40

Observation 13dbb41e-70de-40e3-a776-6ec6bc6fc2ca · inbound

Imaginative World Modeling with Scene Graphs for Embodied Agent Navigation cites this paper.

Imaginative World Modeling with Scene Graphs for Embodied Agent Navigation ForesightNav: Learning Scene Imagination for Efficient Exploration

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:30:17.342366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T22:30:17.002462Z digest=sha256:1196f88911c99c6ab3e8494dfd449015dccb8045ec62f15b18eae22a3ccedea3