Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos | Paper Citation Record

Observation 11fc7ff7-067a-4dcf-af2e-04b9f50386e7 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:18.512662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da37ec8a-3f55-4ed5-8682-b3ea2cce59d7 · outbound

This paper cites Clip retrieval: Easily compute clip embeddings and build a clip retrieval system with them.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Clip retrieval: Easily compute clip embeddings and build a clip retrieval system with them

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.897808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a010aa2b-1d32-445f-93d5-70c55a34c621 · outbound

This paper cites 360+x: A panoptic multi-modal scene understanding dataset.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360+x: A panoptic multi-modal scene understanding dataset

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.773549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dee45672-e336-4789-8a25-af040a179bb6 · outbound

This paper cites Spatialrgpt: Grounded spatial reasoning in vision-language models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Spatialrgpt: Grounded spatial reasoning in vision-language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.606445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 646786a0-9240-4c95-b532-19cdca631663 · outbound

This paper cites 360-indoor: Towards learning real-world objects in 360° indoor equirectangular images.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360-indoor: Towards learning real-world objects in 360° indoor equirectangular images

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.432569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78550c78-a69c-4500-9542-0828241b1759 · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Instructblip: Towards general-purpose vision-language models with instruction tuning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.310609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df4c7c8d-3080-480b-b060-64de78930b92 · outbound

This paper cites The epic- kitchens dataset: Collection, challenges and baselines.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The epic- kitchens dataset: Collection, challenges and baselines

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:31.153507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 59896dab-9463-4740-b882-d22ad5a6458c · outbound

This paper cites Active fire detection in landsat-8 imagery: A large-scale dataset and a deep-learning study.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Active fire detection in landsat-8 imagery: A large-scale dataset and a deep-learning study

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:30.931675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 79069b0a-41f2-4619-bad5-d9827c9a129f · outbound

This paper cites Episodic memory in AI agents poses risks that should be studied and mitigated.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Episodic memory in AI agents poses risks that should be studied and mitigated

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:32:24.651771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5c99c53-5bc2-4207-bbaf-c79bb22772a5 · outbound

This paper cites Cottrell, and Mai H.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Cottrell, and Mai H

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:30.761241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e72f02c-3ae1-4ce8-ad4a-a45e2d667d76 · outbound

This paper cites Lindeman, and Simon Hoermann.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Lindeman, and Simon Hoermann

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:30.615361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35dfcf4e-374c-40f1-b648-d10413dee5c5 · outbound

This paper cites Wichmann, and Wieland Brendel.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Wichmann, and Wieland Brendel

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:30.490834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db1500b8-31bb-4dfd-91dc-3d5bef2da527 · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:32:30.314489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e05d5197-13ec-4779-9e81-f63f302bb733 · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:32:30.149256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d32ab83-3bd5-409e-9d16-916e73d957da · outbound

This paper cites World Models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos World Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:20.050788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10433cf6-f603-4a34-b162-a3fa5df7441b · outbound

This paper cites Visual language maps for robot navigation.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Visual language maps for robot navigation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.935693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2279ff1f-06cb-4d44-aea7-53270bfb9d5b · outbound

This paper cites Episodic memories generation and evaluation benchmark for large language models, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Episodic memories generation and evaluation benchmark for large language models, 2025

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.736700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 05165e16-2bbb-4f8c-8905-222926fa45e9 · outbound

This paper cites The Kinetics Human Action Video Dataset.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The Kinetics Human Action Video Dataset

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:20.394560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f618a4d3-6789-40b9-a4b5-b221a0f2bdae · outbound

This paper cites Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:20.522675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c363dd3-a139-49f1-8fa0-d587d90f1edd · outbound

This paper cites For: Finetuning for object level open vocabulary image retrieval.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos For: Finetuning for object level open vocabulary image retrieval

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.571332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af93b772-a62f-4b33-b5d5-6654af13a603 · outbound

This paper cites Self-supervised alignment learning for medical image segmentation.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Self-supervised alignment learning for medical image segmentation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.474168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c9736fc-af48-439e-87ad-a6036c7a56ad · outbound

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

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Blip-2: Bootstrapping language-image pre- training with frozen image encoders and large language models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.285665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d344f245-3b7a-478e-8f79-ed9048771d7a · outbound

This paper cites Kitti-360: A novel dataset and benchmarks for urban scene understanding in 2d and 3d.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Kitti-360: A novel dataset and benchmarks for urban scene understanding in 2d and 3d

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:29.011015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 499144ed-d642-4e5a-a239-6de46e66a172 · outbound

This paper cites Visual instruction tuning.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Visual instruction tuning

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.849176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35c8a5be-3704-4576-838c-dd47b888ced1 · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:21.256912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ccdad4-80f6-4563-bdb5-567a8e3aaec2 · outbound

This paper cites Object-centric learning with slot attention, 2020.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Object-centric learning with slot attention, 2020

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.675517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 852ee41d-a7bc-4d21-a8f1-a7479234fb66 · outbound

This paper cites Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.486859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e17abef7-7a2f-4288-becd-cee6a4ed4446 · outbound

This paper cites NFPA 1410: Standard on Training for Emergency Scene Operations.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos NFPA 1410: Standard on Training for Emergency Scene Operations

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.271994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60abaf7c-528e-4036-b59f-09582a457afd · outbound

This paper cites Firefighter injuries in the united states.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Firefighter injuries in the united states

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.123239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a3d161c7-2fc8-4531-bc9a-680b0cf4616e · outbound

This paper cites 360-degree video of fire at the national fire research laboratory.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360-degree video of fire at the national fire research laboratory

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:28.011367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7abf454-2bba-44f4-a372-276d1ec9906c · outbound

This paper cites GPT-4 Technical Report.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos GPT-4 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:22.023367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b949cdaa-6941-414a-9ef2-f26787243fb7 · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:32:27.831447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 969373e6-f42e-4edb-8ef1-2c84d6f020fb · outbound

This paper cites Egocentric zone-aware action recognition across environments.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Egocentric zone-aware action recognition across environments

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:27.659650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a7d14777-ff09-4ded-af3d-ee62a35d9ea2 · outbound

This paper cites Learning trans- ferable visual models from natural language supervision.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Learning trans- ferable visual models from natural language supervision

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:27.552289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be316358-ec77-48b5-8344-ef917bd41bf7 · outbound

This paper cites Evaluation of virtual reality-based first responder training under physiological and cognitive-emotional strain.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Evaluation of virtual reality-based first responder training under physiological and cognitive-emotional strain

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:27.371392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfceae03-b7a8-4c35-b62d-4149e6a6c12e · outbound

This paper cites A Dataset and Framework for Learning State-invariant Object Representations.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A Dataset and Framework for Learning State-invariant Object Representations

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:32:24.363410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be3ea5f9-1184-49b6-92f2-c71dfeeb296b · outbound

This paper cites First responder situation reporting in virtual reality training with evaluation of cognitive-emotional stress using psychophysiological measures.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos First responder situation reporting in virtual reality training with evaluation of cognitive-emotional stress using psychophysiological measures

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:27.193511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5ad87b1-7552-4c91-a427-ed28a8c3ca9f · outbound

This paper cites Planning to explore via self-supervised world models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Planning to explore via self-supervised world models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.999615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d35569da-9c59-4dc2-9e02-8c6b14c6422f · outbound

This paper cites Panovpr: Towards unified perspective-to-equirectangular visual place recognition via sliding windows across the panoramic view.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Panovpr: Towards unified perspective-to-equirectangular visual place recognition via sliding windows across the panoramic view

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.845612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b75dc075-af0a-4619-8bf0-f0c8a2a6bff3 · outbound

This paper cites Anomaly detection for people with visual impairments using an egocentric 360-degree camera.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Anomaly detection for people with visual impairments using an egocentric 360-degree camera

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.750514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6255e94c-69c8-4455-9efd-2877e1fd76fb · outbound

This paper cites Liang, Kristen Grauman, Matt Feiszli, and Weiyao Wang.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Liang, Kristen Grauman, Matt Feiszli, and Weiyao Wang

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.601552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 70e02b80-0fac-417b-a74a-b69fe756575e · outbound

This paper cites Act360: An efficient 360-degree action detection and summarization framework for mission-critical training and debriefing, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Act360: An efficient 360-degree action detection and summarization framework for mission-critical training and debriefing, 2025

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.435105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 122e356e-daec-4a80-bf24-526b2f41d89a · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:32:26.283878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 208424db-f395-4bb5-8be2-40dc3a2543fd · outbound

This paper cites The tensor brain: A unified theory of perception, memory, and semantic decoding.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The tensor brain: A unified theory of perception, memory, and semantic decoding

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:26.075673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce73e436-f037-441f-aa0a-0e747282b525 · outbound

This paper cites Fire Administration.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Fire Administration

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.914311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2400d667-e8e8-4c1f-b00d-caa594b7e536 · outbound

This paper cites A hybrid method for fire detection based on spatial and temporal patterns.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A hybrid method for fire detection based on spatial and temporal patterns

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.748311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14af2aa5-fcfa-45bc-abd1-b00dc6f8ab0f · outbound

This paper cites Ai-driven multi-stage computer vision system for defect detection in laser-engraved industrial nameplates, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Ai-driven multi-stage computer vision system for defect detection in laser-engraved industrial nameplates, 2025

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.580080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54d52498-f33a-47fb-bb29-f3fbca7915c7 · outbound

This paper cites Fasdd: An open-access 100,000-level flame and smoke detection dataset for deep learning in fire detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Fasdd: An open-access 100,000-level flame and smoke detection dataset for deep learning in fire detection

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.434556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad65636a-9be9-4d39-afe9-4d3993111a31 · outbound

This paper cites Lifelongmemory: Leveraging llms for answering queries in long-form egocentric videos, 2024.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Lifelongmemory: Leveraging llms for answering queries in long-form egocentric videos, 2024

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.322209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 203f2b05-7bf5-49c7-85ea-db0c8bbe8ec6 · outbound

This paper cites A dataset for fire and smoke object detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A dataset for fire and smoke object detection

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.204715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61494ef7-4d01-4f3a-980b-3233f4d43675 · outbound

This paper cites The best vr training simulations for firefighters.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The best vr training simulations for firefighters

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.066796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5ecdf8ab-e085-4938-ae7c-e8adae5c89ab · outbound

This paper cites Re- act: Synergizing reasoning and acting in language models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Re- act: Synergizing reasoning and acting in language models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:23.911607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 257fb994-ec13-4309-9f7b-dbf989f53ad8 · outbound

This paper cites Exploiting spatio-temporal knowledge for video action recognition.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Exploiting spatio-temporal knowledge for video action recognition

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:24.976342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6604f8a3-852e-449d-b1ea-1f97d7eb1b52 · outbound

This paper cites HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:24.123571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e50f3350-e1d3-4a59-a7c2-f81a7219877e · outbound

This paper cites frame_path.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos frame_path

Reference 55

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T11:32:24.856418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 12457f4b-f9a1-48b9-890e-2db1f728f520 · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 2024

Resolution: parse uncertain; no resolver link, observed 2026-08-07T11:32:21.904513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers