Pith. sign in

Paper Citation Record · LEDGER

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching

As of 21 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2412.18703.

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

pith.paper-citation-record.v1
2412.18703 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:39:47.115170Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:38:02.234898Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-08T13:38:02.673336Z

Reference resolution

54 of 54 outbound references displayed

  • verified exact3
  • verified fuzzy39
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64d09abb-57d1-433e-96ca-1559ef06a4dc · outbound

This paper cites Deep Evidential Regression.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Deep Evidential Regression

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.611839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.611839Z digest=sha256:b387ebb071e6ba61e4e1d4cf18ab69ef79f51b669dda748c4f2c9fab49026161

Observation 7da53762-737d-466f-97fa-8886b70aa78d · outbound

This paper cites Cbmv: A coalesced bidirectional matching volume for disparity estimation.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Cbmv: A coalesced bidirectional matching volume for disparity estimation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.712753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.619572Z digest=sha256:7f607c44918a27bdbb62e064c64be445a18c13dd352e5a91b822bd1f11a5a475

Observation d68c0e06-bfa0-4cfd-862c-8de58a1217f9 · outbound

This paper cites Weight uncertainty in neural network.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Weight uncertainty in neural network

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.686526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.626585Z digest=sha256:37d4a211d68d4130f57f9970c7c436b691bfa03e66dae2edc7a7ab22451e2b34

Observation d24e7570-790c-4a61-9186-30ef61e89322 · outbound

This paper cites Pyramid stereo matching network.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Pyramid stereo matching network

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.637685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.634047Z digest=sha256:b579d8c00a8ead75432b9bbb7efaca18e64e39774356816f8388ba5d54858289

Observation d9c66dcb-2c5a-463e-a4ce-e06762ebff26 · outbound

This paper cites Learn- ing the distribution of errors in stereo matching for joint dis- parity and uncertainty estimation.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Learn- ing the distribution of errors in stereo matching for joint dis- parity and uncertainty estimation

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.609057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.640335Z digest=sha256:eaac6bc42b4071835f6fc44f9e5cae7ad2069ff49edeb22e7e9925a82fddb206

Observation d53b7d72-401a-43b1-aa83-161355d4c67d · outbound

This paper cites Fox, and Carlos Guestrin.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Fox, and Carlos Guestrin

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.576541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.648524Z digest=sha256:495d633649c4d7ace3f004c98dabd8c52674238717c921207c5b01cfbb9ef5c9

Observation 450b1110-ceb3-41d0-9159-323a6dd91b72 · outbound

This paper cites Robust inference via multiplier bootstrap.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Robust inference via multiplier bootstrap

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.536472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.657843Z digest=sha256:bcf188a18c2740bd8c8ca2b00e2615639bb09258dd563137ef9d6a31fd521c71

Observation bdba0acf-787a-4ea2-80bf-0d55faccda5f · outbound

This paper cites Li, Ravi Ramamoorthi, and Hao Su.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Li, Ravi Ramamoorthi, and Hao Su

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.501694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.666422Z digest=sha256:231d0bab21a2b0fbdf7ddd27364d742e23357306b441355f33fb535d8b6630b1

Observation 8c0995e5-f12b-4ce9-a2ad-40e388ae6a93 · outbound

This paper cites Pairwise Supervised Hashing with Bernoulli Variational Auto-Encoder and Self-Control Gradient Estimator.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Pairwise Supervised Hashing with Bernoulli Variational Auto-Encoder and Self-Control Gradient Estimator

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:39:47.970946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.676400Z digest=sha256:2c33cf0f5dd24ea9828f3d31c3d7a1269816758a5bcb4889493d56ee748e0622

Observation b00e4096-c1cc-42b7-a5d2-d75f4dcd0439 · outbound

This paper cites Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T04:39:47.913051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.689850Z digest=sha256:80c73b8d22772f8fe1c502c907e366efc153889e6dd9de462c082c1966759940

Observation e5f3b2a3-45ea-4efb-a6fc-fbb9044aaad4 · outbound

This paper cites Skeel, and Hartmut Neven.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Skeel, and Hartmut Neven

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.449471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.700483Z digest=sha256:8621c6bc9a568d14cd6ddee18c72baf2f787902ecd18dfb0ac3f4808f7794355

Observation f1ea1ca8-f7f1-4d7e-bb86-b20a478ac432 · outbound

This paper cites Flownet: Learn- ing optical flow with convolutional networks.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Flownet: Learn- ing optical flow with convolutional networks

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.413874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.717283Z digest=sha256:43a5f94edc94a55814a592ebca48c7e5b8176405fdb61d180e79783972a6828e

Observation 932af05a-6c95-48ee-acd1-3423efef6e62 · outbound

This paper cites Computer Stereo Vision for Autonomous Driving.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Computer Stereo Vision for Autonomous Driving

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.729239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.729239Z digest=sha256:c237ca614372b543b0535026862d2874d1d14f7aa310e02cd26b0f8e299c6b94

Observation 52a3815b-73c8-474f-ae96-19a77f8127df · outbound

This paper cites Farooq, Melvyn L.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Farooq, Melvyn L

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.384104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.738171Z digest=sha256:4132ae75c6d8e4b784a11064f76bee84e18eb0f653fdf35753501514838d9674

Observation e04bfb76-e505-4cf1-ae03-285c9155bd3d · outbound

This paper cites Is MC Dropout Bayesian?.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Is MC Dropout Bayesian?

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.746552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.746552Z digest=sha256:d5908d1d11f8572e79d5baaff97a34331889d2d8294653a8ee965891827ad658

Observation eb3579be-a9e7-41bb-87b4-8a722ab457a8 · outbound

This paper cites Batmanghe- lich, and Dacheng Tao.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Batmanghe- lich, and Dacheng Tao

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.352901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.753811Z digest=sha256:cdbfc5e9682aae1118d89f0b4284a7de73915cf3b94d89778598d7dbf3fbd9a0

Observation 97e3ec06-3881-46ba-a19b-927181a1ae11 · outbound

This paper cites Virtualworlds as proxy for multi-object tracking analy- sis.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Virtualworlds as proxy for multi-object tracking analy- sis

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.323444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.763160Z digest=sha256:f05716761584f0e3d6dfdb816636b48a204f249a37e2cdd450cf5f50f1c555fe

Observation 9b09db09-7961-4caa-8e5b-4883b4aeeaae · outbound

This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Dropout as a bayesian approximation: Representing model uncertainty in deep learning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.296842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.771337Z digest=sha256:b7ff0d1cbf0c9083da8ee9d6ccf6497190a23c9222cc74b00ebd36d7812be40e

Observation c212515b-9d05-4631-a7bb-90e260af3f5a · outbound

This paper cites Vision meets robotics: The kitti dataset.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Vision meets robotics: The kitti dataset

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.270204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.779194Z digest=sha256:d7b46d8058cc3ed0b8474315f71559d286abd956ee7b42c6889523384a362bc4

Observation 616ebc60-9f8b-427a-8c0b-f043e939a875 · outbound

This paper cites Group-wise correlation stereo network.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Group-wise correlation stereo network

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.239121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.786336Z digest=sha256:7b50d137cb99bfa30958f43f2a34cb40959fd507ee5edb28e8171c5045220842

Observation 767208ec-5fb4-4cbd-b689-518e061e79f9 · outbound

This paper cites Gradient-based Uncertainty for Monocular Depth Estimation.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Gradient-based Uncertainty for Monocular Depth Estimation

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:39:47.704756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.793093Z digest=sha256:1c55e82ef022e881577ec9f604feaee8c6ca3eb9c9c248f714ede782d3916d70

Observation 38b78f1a-135c-4be1-9c92-bd6ae079f8ee · outbound

This paper cites Bondell, and Mingming Gong.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Bondell, and Mingming Gong

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.200730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.800378Z digest=sha256:1b420ee3b9fd590ea0488e36d4374da4b9df0e563873e2881cf0a246ac5647f7

Observation 553a1433-bc00-40d5-b475-12ee4f3a354f · outbound

This paper cites Snapshot Ensembles: Train 1, get M for free.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Snapshot Ensembles: Train 1, get M for free

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.809831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.809831Z digest=sha256:22047f407d24c1c05ddef31919b2dacbc6e3875ebf2c2c9906646531f1f06fc6

Observation 4c2745c3-39fb-41eb-9bfb-105307b7b8c9 · outbound

This paper cites Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.154744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.815717Z digest=sha256:4435023066fd17710db9f1068e119336b74728decd529d6637fee5c9fcb7d7d7

Observation 919e4d91-3705-41be-94d6-77f78cdc473a · outbound

This paper cites Uncertainty es- timates and multi-hypotheses networks for optical flow.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Uncertainty es- timates and multi-hypotheses networks for optical flow

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.104050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.835693Z digest=sha256:6623c1a86350c4413ea3987cdf1cd928672fc4634e027542785a86c4f9f96d52

Observation 71d32988-5adf-444a-9327-ecfa329709fe · outbound

This paper cites What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.841572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.841572Z digest=sha256:d19d9b3865b3fc0cf5547e1916601fcf3b77c0f0c749203332a4d17aaf600008

Observation 6d4df42a-5f05-4661-9283-05d1e3dd7c81 · outbound

This paper cites End-to-end learning of geometry and context for deep stereo regression.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching End-to-end learning of geometry and context for deep stereo regression

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.076671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.851785Z digest=sha256:646c239bc835af9ca3041e63b437d4b421668cb741077802f2c98361f70cc4f5

Observation ed0ff687-077c-4274-978c-4f472fdf224e · outbound

This paper cites Non- parametric uncertainty quantification for single deterministic neural network.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Non- parametric uncertainty quantification for single deterministic neural network

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:49.024867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.858137Z digest=sha256:338e6ea2f9c61974ba186d1c040c000b0e819538cc5dbb1b39be283e29d8a2d7

Observation 539f46d7-f08f-4fd7-973a-098a4983e203 · outbound

This paper cites Comparison of stereo matching algorithms for mobile robots.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Comparison of stereo matching algorithms for mobile robots

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.988831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.874210Z digest=sha256:cae43b07cd89a26d46fc689ec9428bd7cd7f1c41868b7d6602f80c2b89081304

Observation e4c06a9b-ab42-47a2-ba93-8a617f080f51 · outbound

This paper cites Uncertainty in Multitask Transfer Learning.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Uncertainty in Multitask Transfer Learning

Reference 31

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T04:39:47.434824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.880661Z digest=sha256:578848e34933e962abb648e1efb877b5b0567a8c3fafa79508296073572b6d51

Observation c4060d1c-42e9-409f-af98-07c9e985a721 · outbound

This paper cites An efficient implementation of a census-based stereo matching and its applications in medical imaging.J.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching An efficient implementation of a census-based stereo matching and its applications in medical imaging.J

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.969536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.895652Z digest=sha256:5694b41d493f8d2ab613b3d7b39f704002abf3c4403af1798ca965273ac16377

Observation 2bb66af0-72cb-4412-9af4-3966074fbaf3 · outbound

This paper cites Simple and scalable predictive uncertainty esti- mation using deep ensembles.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Simple and scalable predictive uncertainty esti- mation using deep ensembles

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.949544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.903494Z digest=sha256:fd66fa628bcded5cde47356e8a0f483564337615bcfbe23821e4578263795aa1

Observation bbd9cd47-6a3b-40e5-b977-062f09604842 · outbound

This paper cites Overconfident and unconfident ai hinder human-ai collaboration.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Overconfident and unconfident ai hinder human-ai collaboration

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.910640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.910640Z digest=sha256:88d92587120eb055c3754ad8894fa8567fe612ebce2c520cd4091a6d178612fc

Observation f698cbd1-fee9-4574-bb11-89ac04fbc7fe · outbound

This paper cites Bondell, and Brian J.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Bondell, and Brian J

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.914752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.916224Z digest=sha256:4aa0dd79c84c8042caa755878a92917baab47d13762622eb373e18bfa3d52b99

Observation ab106eaa-a618-4453-9c13-891ec32ebaf5 · outbound

This paper cites an unresolved cited work.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:39:48.780571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.947232Z digest=sha256:98e68df4c6bea6a9325c67241286d53a27a8e98ac8525cf55b156dc193556f81

Observation 7e66ee65-68e7-4ded-88b8-799eaffff371 · outbound

This paper cites Elfnet: Evidential local-global fusion for stereo matching.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Elfnet: Evidential local-global fusion for stereo matching

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.709523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.955351Z digest=sha256:ebbd283aa4f238a823d8936f510c570587118f5c7e0fa928ed1631a06c4f2f05

Observation 196a88ff-3873-4f90-a8f8-d25210d48e99 · outbound

This paper cites A large dataset to train convolutional networks for disparity, optical flow, and scene flow estimation.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching A large dataset to train convolutional networks for disparity, optical flow, and scene flow estimation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.668542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.964514Z digest=sha256:3e002da9da887d3f4cd79f7950702aee425b31e1458fe57575c6b7bbabeb8d3f

Observation a669a49b-65bd-4791-bc44-05352b0f13bb · outbound

This paper cites Why ai is harder than we think.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Why ai is harder than we think

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.584407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.972056Z digest=sha256:1c2560e5156015e4d2d4d7c7a334c6dec40445df0c22a8e0fb46de006f0436f4

Observation 5ec71d5a-0077-43be-8415-3255ddd4a043 · outbound

This paper cites Deep Deterministic Uncertainty: A Simple Baseline.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Deep Deterministic Uncertainty: A Simple Baseline

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.978222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.978222Z digest=sha256:5a936558ff3404919bcaee6772cbdfdab1e49685676a2bdbdf8c4cc47f0712be

Observation 771134ae-9153-42c9-aa51-aa20837a38e6 · outbound

This paper cites an unresolved cited work.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:39:48.484849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.985359Z digest=sha256:4b0ca1ba8e86d1d0dd190666fa9c4024181c14164db7c6c2eb815eae93a2907f

Observation bb04f888-9c2c-4683-8453-876d75be2b88 · outbound

This paper cites In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T04:39:46.992753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:39:46.992753Z digest=sha256:4ef0e2185a9796e0dbc86d0fbf65ab7a02dc49d7debdc212d5abf484517805b0

Observation 7a0d9ece-d63b-4600-99b6-ff0a1ab13f90 · outbound

This paper cites Sch ¨onberger, Sudipta N.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Sch ¨onberger, Sudipta N

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.442199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:46.998931Z digest=sha256:cbe9f3d76900902f0f732bf0fbd3aedb6482d27fead684c1a089d6e74d742227

Observation b88fa5d5-1484-4a7b-b78b-595985c5da3b · outbound

This paper cites Sgm-nets: Semi-global matching with neural networks.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Sgm-nets: Semi-global matching with neural networks

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.381646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.007958Z digest=sha256:002a7b58acb7a6e36538b43da2ae74432205a767f0d83802b31ac0df5a80bbdb

Observation 6ce25ad3-1054-413c-bf7e-67e3f1dc449d · outbound

This paper cites An uncertainty-aware transfer learning-based framework for covid-19 diagnosis.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching An uncertainty-aware transfer learning-based framework for covid-19 diagnosis

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.332500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.014912Z digest=sha256:f9784b2fc19541e594c8ef5e25e98721a3d07ddda4bb408c32dc73ed9888f494

Observation 58b3cc4b-3181-4f4b-a052-6f062b6c5b8a · outbound

This paper cites Pcw-net: Pyramid combination and warping cost volume for stereo matching.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Pcw-net: Pyramid combination and warping cost volume for stereo matching

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.295737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.021158Z digest=sha256:0102d33da6cc170549e203a565148122691715f79a3b64eebadc57956c126ff5

Observation 4d5a7612-f546-4d63-9b01-a8b199d2d004 · outbound

This paper cites Digging into uncertainty-based pseudo-label for robust stereo matching.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Digging into uncertainty-based pseudo-label for robust stereo matching

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.257926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.028159Z digest=sha256:1db2f9b1988e89d9f8ec95ec2c4e78ae14c169f9433473c9fe885705bbeae10c

Observation 8eefae78-e6e2-4790-99b4-dcf972b9de91 · outbound

This paper cites Tsybakov.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Tsybakov

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.234928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.039317Z digest=sha256:e7531a0a5ffa2b6f8675a47a5732ded12bd69c630ac260f4fdc5ca94e7b94025

Observation 3933129d-71db-4414-977b-429f46de6fe9 · outbound

This paper cites van Amersfoort, Lewis Smith, Yee Whye Teh, and Yarin Gal.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching van Amersfoort, Lewis Smith, Yee Whye Teh, and Yarin Gal

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.206905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.046645Z digest=sha256:039f5b5322eb972204c10d666c2b0fde6371418a7c192d2611118de9e50514ee

Observation b1a07576-6ae2-4fbf-83ad-2be62fa7c846 · outbound

This paper cites Deep convolutional network for stereo depth map- ping in binocular endoscopy.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Deep convolutional network for stereo depth map- ping in binocular endoscopy

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.164683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.054342Z digest=sha256:8d9844cc4f8b0b5cfd5d197d48eaaa0fa02d14455b0be6b42eed55e813c5e2ed

Observation a4de972d-d773-4ef2-8409-d6f4427a7b39 · outbound

This paper cites Double- uncertainty weighted method for semi-supervised learning.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Double- uncertainty weighted method for semi-supervised learning

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.139732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.061287Z digest=sha256:c881b262d6ad5df94451405200e2b0386016c753044afeee76cd2c9660257dc1

Observation 932f121f-812f-4cbf-ae41-d9709962e80a · outbound

This paper cites Jackknife, bootstrap and other resampling methods in regression analysis.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Jackknife, bootstrap and other resampling methods in regression analysis

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.109977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.081469Z digest=sha256:eb7fff4dc776634a49417b08ea6ddbaed868ca5badfe2cc3e95daa772e1ceccb

Observation 86b3908a-bf4e-4ff6-ac5a-a65abf20ae9d · outbound

This paper cites Drivingstereo: A large-scale dataset for stereo matching in autonomous driving scenarios.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Drivingstereo: A large-scale dataset for stereo matching in autonomous driving scenarios

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.064754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.090236Z digest=sha256:9088a7413d9f55db022563d63ad89c27d1c612f17105cead769e66c04465f84b

Observation 74ea7323-4d62-464a-ac08-b5e8a7447038 · outbound

This paper cites Computing the stereo match- ing cost with a convolutional neural network.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Computing the stereo match- ing cost with a convolutional neural network

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T04:39:48.030538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.105698Z digest=sha256:22cc9eaa67179e88f7cefeb3fa8278ef2ec141276625f278d5df79c85f92f9c5

Observation 4c2593e5-c590-4366-9a55-817a3e6b8618 · outbound

This paper cites Uncertainty Aware Semi-Supervised Learning on Graph Data.

Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching Uncertainty Aware Semi-Supervised Learning on Graph Data

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:39:47.196930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T04:39:47.115170Z digest=sha256:6599343c1fa9041f45fdd6e03dcc4cbb468805246e6fc50885d8140455de937c

Pith citing papers

Observation 07ecebbc-e49f-44ba-b081-f6989ffbf1f8 · inbound

OscNet: Machine Learning on CMOS Oscillator Networks cites this paper.

OscNet: Machine Learning on CMOS Oscillator Networks Probabilistic Modeling of Disparity Uncertainty for Robust and Efficient Stereo Matching

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T13:38:02.677179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-08T13:38:02.234898Z digest=sha256:aea02a21173c89042a00e70c287383ca1322cdfa85195305a7a2dd7ddbc22e75