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Paper Citation Record · LEDGER

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection

As of 10 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2502.00074.

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

pith.paper-citation-record.v1
2502.00074 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T22:01:16.149925Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T15:38:08.143340Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:38:33.073892Z

Reference resolution

36 of 36 outbound references displayed

  • verified exact0
  • verified fuzzy23
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37be2c9e-252b-4ea0-8207-e40389c45b94 · outbound

This paper cites 4d mmwave radar for autonomous driving perception: A comprehensive survey,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection 4d mmwave radar for autonomous driving perception: A comprehensive survey,

Reference 1

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raw_fallback, observed 2026-08-09T22:01:16.749069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.947922Z digest=sha256:e55a57a1c90d00e5c4d27109b1a7cd74271226ef5a4b085f580351c780561a96

Observation 0f01928b-172c-4731-8186-66cdd315966c · outbound

This paper cites K-radar: 4d radar object detection for autonomous driving in various weather conditions,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection K-radar: 4d radar object detection for autonomous driving in various weather conditions,

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:15.953890Z digest=sha256:e36a1cd2133b4b41f59fb70a986a65288774e092a739a59c757d896dd8d264f4

Observation 295e9c3e-5c94-40e3-95e5-6b3b32ff8527 · outbound

This paper cites Automotive radars: A review of signal processing techniques,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Automotive radars: A review of signal processing techniques,

Reference 3

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no resolver link, observed 2026-08-09T22:01:15.959358Z

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source=pdf_text observed=2026-08-09T22:01:15.959358Z digest=sha256:aadc800e74492386f05d5288907447b117548765b774c163d072af8969b34a5e

Observation 0b394e2f-59a4-452a-bf7b-f2c9f40aadd9 · outbound

This paper cites Enhanced k-radar: Optimal density reduction to improve detection performance and accessibility of 4d radar tensor-based object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Enhanced k-radar: Optimal density reduction to improve detection performance and accessibility of 4d radar tensor-based object detection,

Reference 4

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no resolver link, observed 2026-08-09T22:01:15.964680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:15.964680Z digest=sha256:56c895888323a81a5286ca837fdabdca02472f788af55c4728ce3c5e8f7838bb

Observation d7dd49d3-1f7a-4de4-bc65-45e1732c8644 · outbound

This paper cites Rtnh+: Enhanced 4d radar object detection network using two-level preprocessing and vertical encoding,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Rtnh+: Enhanced 4d radar object detection network using two-level preprocessing and vertical encoding,

Reference 5

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raw_fallback, observed 2026-08-09T22:01:16.699174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.970239Z digest=sha256:3c777a94dd2ee71d496588b344734dd61cfe783cad816a6981a1d09d0c1b4527

Observation 77d05ad3-8c90-4ca7-8e82-929db76e447b · outbound

This paper cites Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous Driving.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous Driving

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:15.976389Z digest=sha256:3e70f74cb314566cfe4bd2b37ab6acdead8327b6c301a0d3324e773563d2cfe1

Observation 1a1d03f7-e3bc-4403-9d36-10a9ff5835d6 · outbound

This paper cites Introduction to 4D radar: Hardware, MIMO, signal processing, dataset, and AI,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Introduction to 4D radar: Hardware, MIMO, signal processing, dataset, and AI,

Reference 7

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raw_fallback, observed 2026-08-09T22:01:16.680869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.982753Z digest=sha256:4b57176e95020c8cd3014f5f766cf3ba4e3f427a3f910cce9f2823ca818cd35a

Observation d484f679-8df8-4b0c-8174-13465673eeb0 · outbound

This paper cites Spiking neural networks: A survey,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Spiking neural networks: A survey,

Reference 8

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raw_fallback, observed 2026-08-09T22:01:16.661516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.988189Z digest=sha256:dafe305f23ab8605340997109fbbda1cdd241c4a247fb4b888613f7116fffec4

Observation fc2af6ad-4872-4f25-a5a3-e726ccaaa9f5 · outbound

This paper cites Direct learning-based deep spiking neural networks: a review,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Direct learning-based deep spiking neural networks: a review,

Reference 9

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raw_fallback, observed 2026-08-09T22:01:16.644785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.993732Z digest=sha256:a58ca0e494c591fc97331d46537d7a50878c49b8923747feff5eea51dfec31f0

Observation bbcdd114-21a7-423b-8cdf-82cc44977042 · outbound

This paper cites Deep learning in spiking neural networks,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Deep learning in spiking neural networks,

Reference 10

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raw_fallback, observed 2026-08-09T22:01:16.626634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:15.999966Z digest=sha256:14b8de27b45abbb0beecc02be70c7238255f89fed7086ba10d2f0b9ed563d39e

Observation 3f8bb58e-b242-4f2c-8f69-a21e86096862 · outbound

This paper cites Are snns really more energy-efficient than anns? an in-depth hardware-aware study,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Are snns really more energy-efficient than anns? an in-depth hardware-aware study,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.005622Z digest=sha256:15978d5bb824afd50303fab697da9a7595746bb8bb99f4837d7043261fd39176

Observation 7fb7c942-67be-404a-80b0-1fd066ad1710 · outbound

This paper cites Autonomous driving with spiking neural networks,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Autonomous driving with spiking neural networks,

Reference 12

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raw_fallback, observed 2026-08-09T22:01:16.591091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.012260Z digest=sha256:40fc2456263f0c3088c3a9d34c71a3a16662ecbda6b79ba11ae1bc4200c80f1b

Observation 5dd29aee-5bd7-44b4-a525-f9b28ebc4dce · outbound

This paper cites St-p3: End- to-end vision-based autonomous driving via spatial-temporal feature learning,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection St-p3: End- to-end vision-based autonomous driving via spatial-temporal feature learning,

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.019817Z digest=sha256:90f6811d1ff6e678ef080347804f30f372c2abe7d458100201b9962ef58b6a41

Observation b642b2f3-2633-49f2-a9a4-f4c86fa6ad16 · outbound

This paper cites Lanesnns: Spiking neural networks for lane detection on the loihi neuromorphic processor,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Lanesnns: Spiking neural networks for lane detection on the loihi neuromorphic processor,

Reference 14

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raw_fallback, observed 2026-08-09T22:01:16.560687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.025595Z digest=sha256:e56540b0b10bf14545bffb4304cf32b3658f9b46a51162d811858f5799f9233b

Observation 9c258577-07f6-4b64-89c7-551dc1afe1ff · outbound

This paper cites Toward neuromorphic perception: Spike-driven lane segmentation for autonomous driving using lidar sensor,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Toward neuromorphic perception: Spike-driven lane segmentation for autonomous driving using lidar sensor,

Reference 15

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raw_fallback, observed 2026-08-09T22:01:16.543793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.030752Z digest=sha256:8befd430c13aebd497c58106d2ef47f7622867b3e73c28cdf7fda001ff7a83f5

Observation 263876d8-889e-4a7f-aa1a-5a96c70b5314 · outbound

This paper cites Direct training for spiking neural networks: Faster, larger, better,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Direct training for spiking neural networks: Faster, larger, better,

Reference 16

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raw_fallback, observed 2026-08-09T22:01:16.525683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.036172Z digest=sha256:0a877791e4954770fa2b6722b1661cda416541fb69d4d3cf1f50b7e2a4c116bd

Observation a35faa71-62d4-4aa3-9148-db83fc11c24d · outbound

This paper cites Top-down influences on visual processing,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Top-down influences on visual processing,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.041267Z digest=sha256:e6baa57cd2b3e084b6b87ac2879958ec27140cd20bed48c15a4e79ecda8b1594

Observation 9027c1a7-9c15-4d73-9c18-9cdf01eed532 · outbound

This paper cites Infant visual attention and object recognition,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Infant visual attention and object recognition,

Reference 18

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raw_fallback, observed 2026-08-09T22:01:16.491405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.046647Z digest=sha256:6aa2b862b2d315345b1741dfee511cd31c4555f78e9f9512ec1be4b942ba9bc3

Observation 77015dcf-896b-4830-b3f9-05c7c1f9eac5 · outbound

This paper cites Lapicque’s introduction of the integrate-and-fire model neuron (1907),.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Lapicque’s introduction of the integrate-and-fire model neuron (1907),

Reference 19

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raw_fallback, observed 2026-08-09T22:01:16.473069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.052248Z digest=sha256:6b229cf45a7441ffe70d0f1eca933d0007b0b32dbcf40970c7a8883d4fc56bf1

Observation 58055897-d7ae-461b-acf8-9c1f731f5983 · outbound

This paper cites Unsupervised learning of digit recognition using spike-timing-dependent plasticity,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Unsupervised learning of digit recognition using spike-timing-dependent plasticity,

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.057346Z digest=sha256:53c6dd251bf77c5580e631ca0f0c032dd187210532fe49ac5f10b23c3da93616

Observation 8241f84f-4df3-40da-a37d-9aab98091f33 · outbound

This paper cites 1.1 computing’s energy problem (and what we can do about it),.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection 1.1 computing’s energy problem (and what we can do about it),

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.062934Z digest=sha256:9def712442b22163a2cb63051713b7e291bbbc9c7be4145284f3a423a710a1d9

Observation 382f71f2-39ea-41d0-b0cc-761166536815 · outbound

This paper cites Vision meets robotics: The kitti dataset,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Vision meets robotics: The kitti dataset,

Reference 22

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source=pdf_text observed=2026-08-09T22:01:16.068256Z digest=sha256:f67e055e3fdb89964d087f769cd99c85d7d65465b574c62c912da2cda15795d9

Observation 622bc886-8e3b-4fd2-b64f-9e64ec038182 · outbound

This paper cites nuscenes: A multimodal dataset for autonomous driving,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection nuscenes: A multimodal dataset for autonomous driving,

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.074213Z digest=sha256:9e34984f50178f6f3103c71d7ea928e27683a7e07000d463f86f95ae1ca12244

Observation 2a1d411e-9299-4745-9985-b942fe69b32e · outbound

This paper cites Automotive radar dataset for deep learning based 3d object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Automotive radar dataset for deep learning based 3d object detection,

Reference 24

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raw_fallback, observed 2026-08-09T22:01:16.407498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.079217Z digest=sha256:d127c33b7f3753fff9e73eac9962f818f106b3ff6f7bf3b35dc68bce45b177a9

Observation c49a1c56-99ad-4923-a712-f4c8b9c356fa · outbound

This paper cites Multi-class road user detection with 3+1d radar in the view-of-delft dataset,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Multi-class road user detection with 3+1d radar in the view-of-delft dataset,

Reference 25

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raw_fallback, observed 2026-08-09T22:01:16.388670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.084278Z digest=sha256:dec91f59d6869cf9082e0bc8a2fbc3912bb3bce5d9a407f5634cebca58d43643

Observation 06fbff02-97a6-4572-a9ae-46a29ccad1ba · outbound

This paper cites Tj4dradset: A 4d radar dataset for au- tonomous driving,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Tj4dradset: A 4d radar dataset for au- tonomous driving,

Reference 26

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no resolver link, observed 2026-08-09T22:01:16.089739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.089739Z digest=sha256:f2f9e7a2cdaeeaaf5807edf5608504fb2002ec1ab18e3141032a0dab8f9225be

Observation 7de9c163-5eff-41b8-b0ec-414e0f255be2 · outbound

This paper cites Rpfa-net: a 4d radar pillar feature attention network for 3d object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Rpfa-net: a 4d radar pillar feature attention network for 3d object detection,

Reference 27

Resolution
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raw_fallback, observed 2026-08-09T22:01:16.360676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.095069Z digest=sha256:1d984caeddb5411f6d4d281e1ceecae9821a234635dc1b62d1f775aea62ab81b

Observation a4e138b5-40ad-47bf-83ad-8a3c5c618b2c · outbound

This paper cites Pointpillars: Fast encoders for object detection from point clouds,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Pointpillars: Fast encoders for object detection from point clouds,

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.100475Z digest=sha256:56b167e6194117881320b0beaa1f61bdc0cba7baeaa44130bcb487622ea07b24

Observation 03506364-7f89-438e-aadf-c1b5535d0bf1 · outbound

This paper cites 3-d object detection for multiframe 4-d automotive millimeter-wave radar point cloud,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection 3-d object detection for multiframe 4-d automotive millimeter-wave radar point cloud,

Reference 29

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raw_fallback, observed 2026-08-09T22:01:16.333481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.108199Z digest=sha256:c241d05c8a5384b4e4c9ee3c3416294794f492d7f51dc5cdebeb5a9745f71c4d

Observation 4141008e-f16f-44bd-94fe-627314195154 · outbound

This paper cites Rcfusion: Fusing 4-d radar and camera with bird’s- eye view features for 3-d object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Rcfusion: Fusing 4-d radar and camera with bird’s- eye view features for 3-d object detection,

Reference 30

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raw_fallback, observed 2026-08-09T22:01:16.315973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.115623Z digest=sha256:d35032f39cce59c4a8a8d73beeb06ddae787450ccce48a0c743afb4e71c3e42a

Observation 0741e66d-875a-4df4-8a73-d7e84e44e05c · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.121994Z digest=sha256:9a9aaf396fd4ce7870f3d6f576c63f8b5918b8f6e61098144d2687c0d3f877fe

Observation b8d44136-8948-43c1-89d8-bc4d32f11c77 · outbound

This paper cites Feature pyramid networks for object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Feature pyramid networks for object detection,

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.128935Z digest=sha256:b1229f4648eecdc15a1a924eb756eeb7dd92cd26396ec878643da515c44a753a

Observation d8319542-b76e-4ce7-8ac7-fedb1ea24daa · outbound

This paper cites You only look once: Unified, real-time object detection,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection You only look once: Unified, real-time object detection,

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:01:16.134160Z digest=sha256:0a03c3db41602d012c862b37be01cbd9831d0966a9b84d77ea0d7ef37be91c36

Observation 9f34a692-cdfc-4cdf-b7e6-57fe1445eae9 · outbound

This paper cites Spik- ing pointnet: Spiking neural networks for point clouds,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Spik- ing pointnet: Spiking neural networks for point clouds,

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-09T22:01:16.274134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.139573Z digest=sha256:48bd02eab53cb5db103fb4010ac6d0dc1918d7138c4c2bb6cd064084cd404033

Observation fb8cd734-fb08-4990-b956-63e604e27944 · outbound

This paper cites Orienting of attention,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection Orienting of attention,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:16.257437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.144818Z digest=sha256:76ef598db2af076c2b49d6fa08430c95487c7b77420b4da50c6b84d07561a604

Observation 3f5e8584-991a-47d1-8e20-3f118f1dd7d0 · outbound

This paper cites pytorch-opcounter: Count operations in pytorch models,.

SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection pytorch-opcounter: Count operations in pytorch models,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T22:01:16.239674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T22:01:16.149925Z digest=sha256:63949e4febfecc3a79f2698f48b91fbdc42fbed5a5e828c730d794b7908de486

Pith citing papers

Observation 3a1d6935-6655-4f97-b286-1652a9f241c1 · inbound

Open-Weather Robust 3D Detection via Dual-Critic Diffusion Alignment cites this paper.

Open-Weather Robust 3D Detection via Dual-Critic Diffusion Alignment SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-03T15:38:33.075216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-03T15:38:08.143340Z digest=sha256:0826a4e044e83cf071562664d723c48593474489af83e14214e39302812d8d9e