Paper Citation Record · LEDGER

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding

As of 22 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 4 inbound Pith citation observations for arXiv:2412.12453.

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

pith.paper-citation-record.v1
2412.12453 v2

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:09:02.128809Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:08:40.489992Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:16:28.457707Z

Reference resolution

75 of 75 outbound references displayed

verified exact0
verified fuzzy69
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 92fcc47b-80aa-4377-bd16-701cf47c1982 · outbound

This paper cites Mintrec: A new dataset for multimodal intent recognition,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Mintrec: A new dataset for multimodal intent recognition,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:03.025447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98299594-164c-4d6a-a263-fe32aeaadaca · outbound

This paper cites Multimodal activity detection for natural interaction with virtual human,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Multimodal activity detection for natural interaction with virtual human,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:03.014427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a0c8bb60-2ebb-4b6f-8191-8caa0a09a6c7 · outbound

This paper cites Building multi-turn query interpreters for e-commercial chatbots with sparse-to-dense attentive modeling,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Building multi-turn query interpreters for e-commercial chatbots with sparse-to-dense attentive modeling,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:03.002989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 791be2c3-81d3-4dd6-9674-d6a2ecf75345 · outbound

This paper cites Intent based multimodal speech and gesture fusion for human-robot commu- nication in assembly situation,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Intent based multimodal speech and gesture fusion for human-robot commu- nication in assembly situation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.990389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 94819e6e-fcab-4634-a659-132212cc1f90 · outbound

This paper cites Towards a multimodal and context-aware framework for hu- man navigational intent inference,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Towards a multimodal and context-aware framework for hu- man navigational intent inference,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.977585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4759052e-1df3-4de3-939a-8381eee5968d · outbound

This paper cites Object affordance based multimodal fusion for natural human-robot interaction,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Object affordance based multimodal fusion for natural human-robot interaction,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.964545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1cd8fd0-e8ca-407e-b33c-cd0652c7c4fd · outbound

This paper cites Multimodal transformer for unaligned multimodal language sequences,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Multimodal transformer for unaligned multimodal language sequences,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.952592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2b949b6b-5671-492a-9a8d-42f23e90288e · outbound

This paper cites Misa: Modality-invariant and-specific representations for multimodal sentiment analysis,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Misa: Modality-invariant and-specific representations for multimodal sentiment analysis,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.941252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 62755409-8b73-4605-ac3c-e0af9ab47b0e · outbound

This paper cites Integrating multimodal information in large pretrained transformers,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Integrating multimodal information in large pretrained transformers,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.927197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 974676d1-4efa-4fae-87f2-04e006fdb61d · outbound

This paper cites Sdif-da: A shallow- to-deep interaction framework with data augmentation for multi-modal intent detection,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Sdif-da: A shallow- to-deep interaction framework with data augmentation for multi-modal intent detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.915928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation daad87da-147f-4d58-9e84-5cc9b46ac2e5 · outbound

This paper cites Token-level contrastive learning with modality-aware prompting for multimodal intent recognition,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Token-level contrastive learning with modality-aware prompting for multimodal intent recognition,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.904485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c3e3b95f-c1bd-470e-9cdf-8f91e3a596ce · outbound

This paper cites Deep open intent classification with adaptive decision boundary,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Deep open intent classification with adaptive decision boundary,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.891947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 34dee68b-577d-4339-8c04-c71024e685ad · outbound

This paper cites Learning discriminative representations and decision boundaries for open intent detection,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Learning discriminative representations and decision boundaries for open intent detection,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.880678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 258b66b0-1191-4ab3-baaf-828d906de92b · outbound

This paper cites An evaluation dataset for intent classification and out-of-scope prediction,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding An evaluation dataset for intent classification and out-of-scope prediction,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.869592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1fbe8dd8-1159-4c88-bf40-7ae382160dbc · outbound

This paper cites Generalized odin: Detecting out-of-distribution image without learning from out-of-distribution data,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Generalized odin: Detecting out-of-distribution image without learning from out-of-distribution data,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.857191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60bba0b4-8bde-42f0-be79-3873af50c271 · outbound

This paper cites Energy-based out-of-distribution detection,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Energy-based out-of-distribution detection,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.846117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 94135aec-e4a1-47d9-929d-5107b7a6ecfe · outbound

This paper cites KNN-contrastive learning for out-of- domain intent classification,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding KNN-contrastive learning for out-of- domain intent classification,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.832412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 23a2594b-4de8-4b9f-8475-e357bf1942d1 · outbound

This paper cites Out-of-scope intent detection with self-supervision and discriminative training,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Out-of-scope intent detection with self-supervision and discriminative training,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.819688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3550ced6-931c-4784-912e-6d21253202dd · outbound

This paper cites Zero-shot out-of- distribution detection based on the pre-trained model clip,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Zero-shot out-of- distribution detection based on the pre-trained model clip,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.805824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1ce11c8-f4d5-4637-9e34-d7a8c43c1441 · outbound

This paper cites Delving into out-of- distribution detection with vision-language representations,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Delving into out-of- distribution detection with vision-language representations,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.794964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 31a128d3-3972-4646-9f98-a4365ef79ff5 · outbound

This paper cites A survey on spoken language understanding: Recent advances and new frontiers,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A survey on spoken language understanding: Recent advances and new frontiers,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.784831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation baa6562e-0d11-497b-8a47-3a7e642d880d · outbound

This paper cites Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces

Reference 22

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Source-reported events for the cited work

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Observation 3498e4d7-1a88-42ed-afb2-ab3dca043a8e · outbound

This paper cites Efficient intent detection with dual sentence encoders,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Efficient intent detection with dual sentence encoders,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.772684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e415f362-56c8-43c2-95c4-9e3b29b6c24a · outbound

This paper cites BERT for Joint Intent Classification and Slot Filling.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding BERT for Joint Intent Classification and Slot Filling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:09:01.940167Z

Source-reported events for the cited work

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Observation 0bff965a-1afe-40ec-b7d9-041728eb4678 · outbound

This paper cites Unified dialog model pre-training for task-oriented dialog understanding and generation,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Unified dialog model pre-training for task-oriented dialog understanding and generation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.761618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4bbf5cc2-5f31-41ba-b044-80584d1fb152 · outbound

This paper cites Discovering new intents via con- strained deep adaptive clustering with cluster refinement,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Discovering new intents via con- strained deep adaptive clustering with cluster refinement,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.750660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5c100cf1-2732-4a52-b583-7e17a57d58dd · outbound

This paper cites Discovering new intents with deep aligned clustering,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Discovering new intents with deep aligned clustering,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.739253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d63d7e10-d22a-43fe-bee3-b04237ed95f4 · outbound

This paper cites A probabilistic framework for discov- ering new intents,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A probabilistic framework for discov- ering new intents,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.728123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb1e0e7c-ca24-4d29-8292-2db2e4f7fb8e · outbound

This paper cites A clustering framework for unsupervised and semi-supervised new intent discovery,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A clustering framework for unsupervised and semi-supervised new intent discovery,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.713155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4504663e-c661-4a1d-b9f4-de363a8d260f · outbound

This paper cites Integrating text and image: Determining multimodal document intent 14 in Instagram posts,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Integrating text and image: Determining multimodal document intent 14 in Instagram posts,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.700557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 38bb0eec-5cd2-432e-8192-afede5773922 · outbound

This paper cites Multimodal marketing intent analysis for effective targeted advertising,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Multimodal marketing intent analysis for effective targeted advertising,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.689628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5a1185e8-e668-4cb4-8ae5-58415e927b19 · outbound

This paper cites Emoint- trans: A multimodal transformer for identifying emotions and intents in social conversations,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Emoint- trans: A multimodal transformer for identifying emotions and intents in social conversations,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.678665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aeff8ad8-38de-4849-80f9-251733f93835 · outbound

This paper cites Speech-text pre-training for spoken dialog understanding with explicit cross-modal alignment,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Speech-text pre-training for spoken dialog understanding with explicit cross-modal alignment,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.665477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 03e144e0-a1ba-4f12-ab66-9e607f309db5 · outbound

This paper cites A deep multi-task model for dialogue act classification, intent detection and slot filling,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A deep multi-task model for dialogue act classification, intent detection and slot filling,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.652684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7c84bfdf-4713-443f-91c0-33390be83f41 · outbound

This paper cites Switchboard: telephone speech corpus for research and development,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Switchboard: telephone speech corpus for research and development,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.638453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d48368cc-270e-4f00-8374-8905518a582b · outbound

This paper cites DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:09:01.984940Z

Source-reported events for the cited work

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Observation ba58ba11-a280-48a8-9398-eeb99b31506f · outbound

This paper cites Towards emotion- aided multi-modal dialogue act classification,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Towards emotion- aided multi-modal dialogue act classification,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.624311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 28eb79b1-c5cd-491a-8dc3-348796cdcc23 · outbound

This paper cites Meld: A multimodal multi-party dataset for emotion recognition in conversations,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Meld: A multimodal multi-party dataset for emotion recognition in conversations,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.609185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d008bd6a-7a14-40f6-bf8e-47f8aa46a4aa · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Iemocap: Interactive emotional dyadic motion capture database,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.595755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 297f01ff-b860-463a-9769-9e1e70ce933a · outbound

This paper cites Ch-sims: A chinese multimodal sentiment analysis dataset with fine- grained annotation of modality,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Ch-sims: A chinese multimodal sentiment analysis dataset with fine- grained annotation of modality,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.583974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c052a182-7fa1-4fbb-8d4e-b6a9569ac421 · outbound

This paper cites MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T14:09:02.002833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c7ca39-e44a-4469-8eff-7af649c7aeb0 · outbound

This paper cites Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Multimodal language analysis in the wild: Cmu-mosei dataset and interpretable dynamic fusion graph,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.572520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e3fade7-d06c-4b6a-9e78-34a69b988010 · outbound

This paper cites MIntrec2.0: A large-scale benchmark dataset for multi- modal intent recognition and out-of-scope detection in conversations,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding MIntrec2.0: A large-scale benchmark dataset for multi- modal intent recognition and out-of-scope detection in conversations,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.561200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f5e0fc7-3acc-4b69-ae5f-a556c5a1381a · outbound

This paper cites Tensor fusion network for multimodal sentiment analysis,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Tensor fusion network for multimodal sentiment analysis,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.550047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a7c61489-1c20-474a-8cc4-aa7ecad5eabd · outbound

This paper cites Efficient low-rank multimodal fusion with modality- specific factors,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Efficient low-rank multimodal fusion with modality- specific factors,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.534973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 733ce3e4-9c61-4e9e-9c58-86b44ae0cd2a · outbound

This paper cites Memory fusion network for multi-view sequential learning,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Memory fusion network for multi-view sequential learning,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.522178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7bacc742-f227-4588-bed0-4e80eecfd267 · outbound

This paper cites Improving multimodal fusion with hierarchical mutual information maximization for multimodal sentiment analysis,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Improving multimodal fusion with hierarchical mutual information maximization for multimodal sentiment analysis,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.510531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 91e00702-9a06-4d73-b2b0-59d44828ca16 · outbound

This paper cites Unimse: Towards unified multimodal sentiment analysis and emotion recognition,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Unimse: Towards unified multimodal sentiment analysis and emotion recognition,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.499138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a2e36c0a-c2a8-439a-a9b0-c55889d674e8 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.486652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ec06fc4f-b7e6-4094-b176-61124f8ff074 · outbound

This paper cites Out-of-domain detection for natural language understanding in dialog systems,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Out-of-domain detection for natural language understanding in dialog systems,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.474109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8da393ff-ec86-428f-912a-fac8a2297a01 · outbound

This paper cites Improving unsupervised out- of-domain detection through pseudo labeling and learning,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Improving unsupervised out- of-domain detection through pseudo labeling and learning,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.463024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1c0639e4-df2a-4aaa-9335-93dd03767b6b · outbound

This paper cites Enhancing the generalization for intent classification and out-of-domain detection in slu,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Enhancing the generalization for intent classification and out-of-domain detection in slu,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.452853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fee41a18-fc5b-47ce-a1f8-0898c1b22042 · outbound

This paper cites A closer look at few-shot out-of-distribution intent detection,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A closer look at few-shot out-of-distribution intent detection,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.443383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4c91725e-cd90-45cb-afd4-9be5690930fd · outbound

This paper cites A simple unified framework for detecting out-of-distribution samples and adversarial attacks,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A simple unified framework for detecting out-of-distribution samples and adversarial attacks,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.434525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 07a46813-f1dc-405a-a8a6-013740e69f56 · outbound

This paper cites Out-Of-Distribution Detection With Subspace Techniques And Probabilistic Modeling Of Features.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Out-Of-Distribution Detection With Subspace Techniques And Probabilistic Modeling Of Features

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T14:09:02.050137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b475a1a-de4f-4ce8-bd93-41fe4f4e0059 · outbound

This paper cites Vim: Out-of-distribution with virtual-logit matching,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Vim: Out-of-distribution with virtual-logit matching,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.425275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f0b61e2f-9a4b-4696-add1-42bda7ea2f8e · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.415045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 14f19d66-9717-402e-9c25-e822b5c49d2e · outbound

This paper cites librosa: Audio and music signal analysis in python,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding librosa: Audio and music signal analysis in python,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.404797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f93d55e0-8ea6-4fd6-a44d-9f66805d1b29 · outbound

This paper cites Wavlm: Large-scale self-supervised pre- training for full stack speech processing,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Wavlm: Large-scale self-supervised pre- training for full stack speech processing,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.395497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e5b37949-1dac-491b-901e-3cc7cc3df9d1 · outbound

This paper cites Energy- based unknown intent detection with data manipulation,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Energy- based unknown intent detection with data manipulation,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.384443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 66a36356-d438-4030-be2a-4bae0c1d8197 · outbound

This paper cites Learning to classify open intent via soft labeling and manifold mixup,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Learning to classify open intent via soft labeling and manifold mixup,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.374624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 33ababbe-2b53-4d4b-9359-2ba82ad0d389 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.364551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 79b8a8dd-7811-4bfd-a8a7-725bec9a1708 · outbound

This paper cites Attention is all you need,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Attention is all you need,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.353706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 40177f95-f68e-4d92-aee2-3913373febfd · outbound

This paper cites Generalized out-of-distribution detection: A survey,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Generalized out-of-distribution detection: A survey,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.343557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1b63b2df-63b0-41b7-82c6-fe61561f07af · outbound

This paper cites App: Adaptive prototypical pseudo-labeling for few-shot ood detection,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding App: Adaptive prototypical pseudo-labeling for few-shot ood detection,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.333101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e1cc36b2-78d5-4c4c-9051-507b6c170ced · outbound

This paper cites Low-shot learning with imprinted weights,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Low-shot learning with imprinted weights,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.323880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a2fe3123-bf4a-48e7-92ad-e7fc21c7f955 · outbound

This paper cites Simcse: Simple contrastive learning of sentence embeddings,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Simcse: Simple contrastive learning of sentence embeddings,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.313451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b6195a3b-8723-4fcd-b8f4-6be5d42f1a8d · outbound

This paper cites Dialogue act modeling for automatic tagging and recognition of conversational speech,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Dialogue act modeling for automatic tagging and recognition of conversational speech,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.300616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1af85f9c-5cee-47c4-bea7-7c9e08b4e49f · outbound

This paper cites A baseline for detecting misclassified and out-of-distribution examples in neural networks,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding A baseline for detecting misclassified and out-of-distribution examples in neural networks,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.288431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 97369585-488c-4924-b954-093c53aee388 · outbound

This paper cites Enhancing the reliability of out-of- distribution image detection in neural networks,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Enhancing the reliability of out-of- distribution image detection in neural networks,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.273657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bd432e72-f802-40f1-81bc-84ad92b946d2 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Representation Learning with Contrastive Predictive Coding

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T14:09:02.109867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b90083-57e7-4f6b-ad9d-dc50c2c65402 · outbound

This paper cites Out-of-domain detection based on generative adversarial network,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Out-of-domain detection based on generative adversarial network,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.260194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ca523095-c760-4366-af4a-4bb560c2a28f · outbound

This paper cites Transformers: State-of- the-art natural language processing,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Transformers: State-of- the-art natural language processing,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.248015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f5baa32-896e-4609-aacd-8a6ab29701e7 · outbound

This paper cites Decoupled weight decay regularization,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Decoupled weight decay regularization,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.235790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 029acd79-1f19-4d4f-a373-29c82219e1fa · outbound

This paper cites Out-of-distribution detection using union of 1- dimensional subspaces,.

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding Out-of-distribution detection using union of 1- dimensional subspaces,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:09:02.223706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 99ee4d5f-0a8e-4a7f-854b-f3f40dbdf274 · inbound

Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark cites this paper.

Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:40.489992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b03a137-e67b-4259-ab10-b6c062c4f203 · inbound

Deep Learning Approaches for Multimodal Intent Recognition: A Survey cites this paper.

Deep Learning Approaches for Multimodal Intent Recognition: A Survey Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding

Reference 164

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:34.105758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 119c40d9-c223-47c1-996f-b00e0a534b47 · inbound

LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition cites this paper.

LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T12:42:48.688382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01fc5a15-4921-434e-9716-03f373d4ab0c · inbound

Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition cites this paper.

Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:28.460549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.