Paper Citation Record · LEDGER

Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:1907.07484.

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

pith.paper-citation-record.v1
1907.07484 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T14:42:55.291309Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T06:15:00.866473Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a550028b-ace1-4bb5-a360-8d0e2848f6ad · inbound

Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels cites this paper.

Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T16:35:48.130485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 287ac540-2ecd-403c-8bdc-12b066e105d2 · inbound

TimberVision: A Multi-Task Dataset and Framework for Log-Component Segmentation and Tracking in Autonomous Forestry Operations cites this paper.

TimberVision: A Multi-Task Dataset and Framework for Log-Component Segmentation and Tracking in Autonomous Forestry Operations Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-23T05:52:37.221884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d1393877-7ed6-420b-8723-9108bbb7a0a3 · inbound

APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point Clouds cites this paper.

APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point Clouds Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-22T15:31:44.849022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4745d296-a2d8-4672-8dc2-bf0c98f4624d · inbound

LAION-C: An Out-of-Distribution Benchmark for Web-Scale Vision Models cites this paper.

LAION-C: An Out-of-Distribution Benchmark for Web-Scale Vision Models Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T00:54:31.293854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0a71bc92-cf40-44df-b7bd-e7e3d77f46b0 · inbound

Improved Robustness from Biologically Inspired Sparse Contrast Representations cites this paper.

Improved Robustness from Biologically Inspired Sparse Contrast Representations Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T14:42:55.291309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 391d7fc7-9941-47ef-a360-ae9b07c5eb0c · inbound

VLOD-TTA: Test-Time Adaptation of Vision-Language Object Detectors cites this paper.

VLOD-TTA: Test-Time Adaptation of Vision-Language Object Detectors Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T13:27:41.421624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec0beac-eb4f-4eb9-8b88-d50e5e33ee7c · inbound

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback cites this paper.

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-16T20:58:31.896950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9b6cdfe6-31e2-4b45-b726-13caa402277a · inbound

Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method cites this paper.

Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T17:14:57.482974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2472127-ce76-4989-a7bb-3c04935db98a · inbound

Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts cites this paper.

Empirical Insights of Test Selection Metrics under Multiple Testing Objectives and Distribution Shifts Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 59

Resolution: metadata mismatch; arxiv_id, observed 2026-05-08T22:39:21.737678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2dfa2189-62ef-45e7-9ae2-d5a5c529bdc6 · inbound

Reward-Guided Semantic Evolution for Test-time Adaptive Object Detection cites this paper.

Reward-Guided Semantic Evolution for Test-time Adaptive Object Detection Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:46:08.686262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e5571cd7-e34f-412a-8e22-d112767686b0 · inbound

Safety-Critical Camera Reliability Monitoring for ADAS via Degradation-Aware Uncertainty Pattern Analysis cites this paper.

Safety-Critical Camera Reliability Monitoring for ADAS via Degradation-Aware Uncertainty Pattern Analysis Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:16:08.594102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ecc8ae5e-3783-4780-a403-6874bf688875 · inbound

Benchmarking Sensor-Fault Robustness in Forecasting cites this paper.

Benchmarking Sensor-Fault Robustness in Forecasting Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 76

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:26:23.967347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1daddb4a-27d5-49d0-a03e-0cb355e5cee7 · inbound

Bench2Drive-Robust: Benchmarking Closed-Loop Autonomous Driving under Deployment Perturbations cites this paper.

Bench2Drive-Robust: Benchmarking Closed-Loop Autonomous Driving under Deployment Perturbations Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:13:11.844541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4be2b843-fac8-423e-b9ec-575d02854d37 · inbound

StableVLA: Towards Robust Vision-Language-Action Models without Extra Data cites this paper.

StableVLA: Towards Robust Vision-Language-Action Models without Extra Data Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T11:58:15.147995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 56fb28f1-fe4f-4e26-84bc-300b33bac25b · inbound

Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs cites this paper.

Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T03:34:28.934554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9388f4c7-2465-47f3-be24-ba3b1c907e77 · inbound

Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs cites this paper.

Lost in Fog: Sensor Perturbations Expose Reasoning Fragility in Driving VLAs Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T16:54:58.190202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 717789ed-cc85-409a-bee0-61d0ff88793c · inbound

Semantic Robustness Probing via Inpainting: An Interactive Tool for Safety-Critical Object Detection cites this paper.

Semantic Robustness Probing via Inpainting: An Interactive Tool for Safety-Critical Object Detection Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:53:51.170446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ccc5a7e5-e3b3-4a51-b405-17ebeb45aebc · inbound

RoboStressBench: Benchmarking VLM Robustness to Physical Visual Stress in Embodied Scenes cites this paper.

RoboStressBench: Benchmarking VLM Robustness to Physical Visual Stress in Embodied Scenes Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:02:34.431944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 23f1b7c9-4a17-46cc-be8b-db350d96a79a · inbound

COD10K-C: Benchmarking Robustness of Camouflaged Object Detection Under Natural Image Corruptions cites this paper.

COD10K-C: Benchmarking Robustness of Camouflaged Object Detection Under Natural Image Corruptions Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:44:40.785174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c0440fe5-a4c7-4244-b093-7de8e303b0b5 · inbound

Real-World Perturbation Testing of Autonomous Driving Systems cites this paper.

Real-World Perturbation Testing of Autonomous Driving Systems Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-11T11:00:11.637455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b7d0b1-474f-4d33-a31a-27ad5e919794 · inbound

Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation cites this paper.

Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T06:03:17.018043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5507bb8a-079a-4d0c-ac0e-21473c115327 · inbound

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation cites this paper.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.975421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.