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Paper Citation Record · LEDGER

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning

As of 18 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2507.19359.

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

pith.paper-citation-record.v1
2507.19359 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:58:10.803277Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy51
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2a369914-0187-4864-98ee-d518b843b712 · outbound

This paper cites Low-resource adaptation for personalized co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Low-resource adaptation for personalized co-speech gesture generation

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 5457dfed-6409-4d3d-9c77-85298f2dc914 · outbound

This paper cites Continual learning for personalized co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Continual learning for personalized co-speech gesture generation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.960158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.470750Z digest=sha256:495987fe5550abd30eb4bdfef295abb9bf4486bb93cd860f0ed3134b3add2830

Observation e7646036-b0ba-452e-85a7-73f58a081788 · outbound

This paper cites Style-controllable speech-driven gesture synthesis using normalising flows.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Style-controllable speech-driven gesture synthesis using normalising flows

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation c1fdb6c8-8a30-45a9-a9c4-01bcf7c97132 · outbound

This paper cites Listen, denoise, action! audio- driven motion synthesis with diffusion models.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Listen, denoise, action! audio- driven motion synthesis with diffusion models

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.922392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.482307Z digest=sha256:7d15b39fe735fce64d1bd85412eb80d103ccc82df0ba2dffe61e3515ee2c898c

Observation 8bfc8bb7-ec6b-410b-9053-672dc46a4cea · outbound

This paper cites Rhythmic gesticulator: Rhythm-aware co-speech gesture synthesis with hierarchical neural em- beddings.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Rhythmic gesticulator: Rhythm-aware co-speech gesture synthesis with hierarchical neural em- beddings

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.899289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.487888Z digest=sha256:bc0bfa4e5cf54b23783e19a4e869cd37df84344b4f3b2f5bd6df2c6c9d649b47

Observation ab987e37-8eff-4508-aa7e-e20bae2e95f7 · outbound

This paper cites Gesturedif- fuclip: Gesture diffusion model with clip latents.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Gesturedif- fuclip: Gesture diffusion model with clip latents

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.875091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.493705Z digest=sha256:d5cd1e4395bd6ba862dc6e337cbb02b30de8ecc013da2160c8d2935be1695fa2

Observation 94e9c36c-e4f0-41ff-8a54-ac23ea392734 · outbound

This paper cites Probabilistic FastText for Multi-Sense Word Embeddings.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Probabilistic FastText for Multi-Sense Word Embeddings

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.500414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.500414Z digest=sha256:aed160fcc73bcdf711d1f54428b6670ccc1d14a304c4a32794b21a077815223a

Observation 88566ee7-fe0f-43ca-a0de-3fd8913cd186 · outbound

This paper cites Enriching word vectors with subword information.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Enriching word vectors with subword information

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.853752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.506359Z digest=sha256:4d818a57ba60c185ad1c84e283dd4d57023fdbdff804039bd2d325e642a7d9d7

Observation 5cf0e808-1768-47e1-8c7d-4b3d7c6dca23 · outbound

This paper cites Realtime multi-person 2d pose estimation using part affinity fields.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Realtime multi-person 2d pose estimation using part affinity fields

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.828785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.512123Z digest=sha256:9f421f5bd45e9c352c907c81dcb450089b5102bec35e18b61a7569f59d54b6d8

Observation fd74e80b-f75e-48c0-aabd-82e88a65ae08 · outbound

This paper cites Diffsheg: A diffusion-based approach for real-time speech-driven holistic 3d expres- sion and gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Diffsheg: A diffusion-based approach for real-time speech-driven holistic 3d expres- sion and gesture generation

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.811894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.518555Z digest=sha256:27d9cd72a8fbc44e1c5f5c6b516b592237cd5dc88201c7dfb2b0bf8b7c23cc73

Observation 80f96e32-7842-4549-96fe-32f8a6f0c444 · outbound

This paper cites Emotional speech-driven 3d body animation via disen- tangled latent diffusion.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Emotional speech-driven 3d body animation via disen- tangled latent diffusion

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.795182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.524635Z digest=sha256:84c15291c09900e0430305f05c8741a1f401f61e5c4403c38f1e5454ca469a9a

Observation 5cbc59ad-8620-4aaf-8b6d-1a57ab31e08b · outbound

This paper cites Ad- versarial gesture generation with realistic gesture phas- ing.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Ad- versarial gesture generation with realistic gesture phas- ing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.774747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.530964Z digest=sha256:cebe3b86becf551c8ea158a4826224c64628a306f1372f874d0471601f4ebaf4

Observation 6ec8beb7-3664-4251-862f-8fa7967d9515 · outbound

This paper cites Learning co-speech gesture representations in dialogue through contrastive learning: An intrinsic evaluation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Learning co-speech gesture representations in dialogue through contrastive learning: An intrinsic evaluation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.751168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.536833Z digest=sha256:5831fe0f9ede5f3d7830fce4ec189e6bb02bfe3509cf87be2cdfb58e8f288f5e

Observation 0462ef3e-370e-430f-8cd0-27163ed3b5be · outbound

This paper cites I see what you mean: Co-speech ges- tures for reference resolution in multimodal dialogue.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning I see what you mean: Co-speech ges- tures for reference resolution in multimodal dialogue

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.730723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.542416Z digest=sha256:cbed9af7a79501aab4513b84a89c8092250c56a994157737a5453887c75e65f5

Observation b01c32f6-47b7-4b71-a9b0-d6c28032f172 · outbound

This paper cites Generating diverse and natu- ral 3d human motions from text.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Generating diverse and natu- ral 3d human motions from text

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.712533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.547421Z digest=sha256:61aff08102d50ab505f9a46caa3676b74d672ad24619711499d9bd5b889e2f03

Observation fb4b91c1-ab5d-4b05-b117-5b4ca7acdf3b · outbound

This paper cites Tm2t: Stochastic and tokenized modeling for the recip- rocal generation of 3d human motions and texts.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Tm2t: Stochastic and tokenized modeling for the recip- rocal generation of 3d human motions and texts

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.693687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.555658Z digest=sha256:751feaa92f6d665442ccaf643be8649d042d08694e5d92270f92190cd004dec4

Observation addd1381-b6b9-4a1e-9cc8-7053f404b510 · outbound

This paper cites A motion matching-based framework for controllable gesture synthesis from speech.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning A motion matching-based framework for controllable gesture synthesis from speech

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.676393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.561784Z digest=sha256:a9a44e538f8dea038d9757edcf672d6a98b876753949008058c54e037361af59

Observation 2f6af49f-cfe9-4110-94fb-b6128bde25a0 · outbound

This paper cites Moglow: Probabilistic and controllable motion synthesis using normalising flows.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Moglow: Probabilistic and controllable motion synthesis using normalising flows

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.567367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.567367Z digest=sha256:1f05723ab7f22f565306bb74b9b9e0aecac3642ce8b75f646caf577af4b353f7

Observation e918b296-5546-4274-9935-04ae64c7514c · outbound

This paper cites Multimodal lan- guage processing in human communication.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Multimodal lan- guage processing in human communication

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.644964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.573762Z digest=sha256:c1c8c8ca0ceac5415d79aa7ec6c17115b90e0d5e66254d734f6544f337778368

Observation e4146ade-7975-44de-aa2f-31bbb7fc22dc · outbound

This paper cites Hubert: Self-supervised speech repre- sentation learning by masked prediction of hidden units.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Hubert: Self-supervised speech repre- sentation learning by masked prediction of hidden units

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.627735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.579069Z digest=sha256:07e4b6dcad4184593f5f68dbd58d0c959283a3ed5370fbe42294f7c71b68ddd6

Observation 6c52d0c9-5e73-436c-b98c-407a1c1b034d · outbound

This paper cites Gesture units, gesture phrases and speech.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Gesture units, gesture phrases and speech

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.608962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.584471Z digest=sha256:f15d63312fe5fa4be6efba86b0b132cc93b6e292130a1b3d851c949e87579a1e

Observation c026dc28-04f2-4622-b924-19220748c1b3 · outbound

This paper cites Gesticulator: A framework for semantically-aware speech-driven gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Gesticulator: A framework for semantically-aware speech-driven gesture generation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.592239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.589553Z digest=sha256:4fb52eade3be90e946fb6ee6517f138b643dfe6076934c11431840e61227a1de

Observation 97c4ef38-f28b-4b04-a39c-1a96f9e9373d · outbound

This paper cites Danceformer: Music conditioned 3d dance generation with parametric motion transformer.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Danceformer: Music conditioned 3d dance generation with parametric motion transformer

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.575266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.595042Z digest=sha256:a8aa5be328faa0c848f9402278b9179df42d39f8acd721f1fae95b936a21a76a

Observation f2f3dc36-2673-4da8-a0cd-c47ec2a4ea88 · outbound

This paper cites Audio2gestures: Gen- erating diverse gestures from speech audio with condi- tional variational autoencoders.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Audio2gestures: Gen- erating diverse gestures from speech audio with condi- tional variational autoencoders

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.555279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.601122Z digest=sha256:c02f652a77f80472f7bce54e8bb8dfe2ad32e473a43eb0a26cdc1235217f28ef

Observation e5d98716-a61d-4a6a-92c2-402b399f3a29 · outbound

This paper cites Ai choreographer: Music conditioned 3d dance generation with aist++.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Ai choreographer: Music conditioned 3d dance generation with aist++

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.537429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.606397Z digest=sha256:e8053988169e5a6f05da07fbb122a50ba2a7fda2a115a5162df92c9bc02bf8d2

Observation 1859d201-ee9b-42c0-8442-6871cacac9e4 · outbound

This paper cites Seeg: Semantic energized co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Seeg: Semantic energized co-speech gesture generation

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.514193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.612059Z digest=sha256:ea3d2bdc8f3369eb7d15b52ca8ea1026dffabf5e44fa65a0e3362acf63f327b7

Observation 63723e77-5e9b-4643-9449-9c8f39cae7b7 · outbound

This paper cites Beat: A large-scale semantic and emotional multi-modal dataset for conversational gestures synthesis.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Beat: A large-scale semantic and emotional multi-modal dataset for conversational gestures synthesis

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.493945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.617841Z digest=sha256:60beb78dda2174df746ad0fea826b8e2806ca50ccf94db1eddcb5bcd4ca07f0d

Observation e1af1a41-b178-4235-bf36-c50901ac28a7 · outbound

This paper cites Emage: To- wards unified holistic co-speech gesture generation via expressive masked audio gesture modeling.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Emage: To- wards unified holistic co-speech gesture generation via expressive masked audio gesture modeling

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.471095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.623866Z digest=sha256:c87567affdd35407fb44ec57b2e3f456e5b4d067e010ff55d0a925494abfb155

Observation 3e79e1f4-e4b6-4c70-96ca-70fef823aebe · outbound

This paper cites A Survey on Deep Multi-modal Learning for Body Language Recognition and Generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning A Survey on Deep Multi-modal Learning for Body Language Recognition and Generation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.629664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.629664Z digest=sha256:86c480287c72d15bed8fe7a577fa14d85e489080f3b0bb2ad9af74b53c25bf61

Observation b1a42bd8-8968-4654-b16d-612e8948511d · outbound

This paper cites Human gesture recognition with a flow- based model for human robot interaction.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Human gesture recognition with a flow- based model for human robot interaction

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.452611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.637240Z digest=sha256:010126ae528f69f62093e495a4191813aa73dd27ac4ea5613607bbefe4eecf78

Observation 5e91daf3-6612-44c1-9665-b28a190c8489 · outbound

This paper cites GestureLSM: Latent Shortcut based Co-Speech Gesture Generation with Spatial-Temporal Modeling.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning GestureLSM: Latent Shortcut based Co-Speech Gesture Generation with Spatial-Temporal Modeling

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.642697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.642697Z digest=sha256:ae4589796643a0d0ec2e48e4a4109d4dbee543cdc39405388ff656777681a05d

Observation d5d1c9b4-d8e5-4d3b-b904-a876b3f87a33 · outbound

This paper cites Audio-driven co-speech gesture video generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Audio-driven co-speech gesture video generation

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.431276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.649300Z digest=sha256:11206e66827d3fe6809a667caf86a7fa35e6c94f0deb9614bfe88d027686bfef

Observation 41f809e5-4bb7-4437-b1d7-653c7fd6735f · outbound

This paper cites Learning hierarchical cross-modal associa- tion for co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Learning hierarchical cross-modal associa- tion for co-speech gesture generation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.412218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.654514Z digest=sha256:4a17ebe21f9551ede866748b0c747defeeab6feaa85aa268795797c4d6171154

Observation 87005c43-eed6-4748-bd01-3a20151ea9b9 · outbound

This paper cites Towards variable and coordinated holistic co-speech motion generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Towards variable and coordinated holistic co-speech motion generation

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.392979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.659509Z digest=sha256:36eb786e8c81c084fc40452e00c735b2ca1938b311f76b74832bb59240aff92d

Observation 4f06c41b-699f-4fc2-955a-ade00a863d27 · outbound

This paper cites Hand and mind.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Hand and mind

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.373974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.664810Z digest=sha256:7a1f6df9c826f000c00b39cf6104057ed3389a99b2913c891d562238ff70ee2a

Observation 487beccf-5f39-4888-b5c1-1dc4b8f6fad0 · outbound

This paper cites Convofusion: Multi-modal conversational diffusion for co-speech gesture synthesis.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Convofusion: Multi-modal conversational diffusion for co-speech gesture synthesis

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.353990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.670321Z digest=sha256:45300c61a6af76e6d64bfa2d2a2bf0f90288e60634b3312e772aa584fd9c4d24

Observation b411826f-470f-4d9f-8202-386eced30e1d · outbound

This paper cites Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.675454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.675454Z digest=sha256:43d87a8a0440b501f1242c32b91a9db925c49e9453cd64e7f6917a3d943e495f

Observation c18250c2-8866-497d-a9bd-95386bdc026f · outbound

This paper cites From audio to photoreal embodiment: Synthe- sizing humans in conversations.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning From audio to photoreal embodiment: Synthe- sizing humans in conversations

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.334874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.680733Z digest=sha256:093e7fd8e8a4d711d714a8cea98f905127f6fa87aae5e39f3a9dd1e75b5d2efb

Observation e88d1ab4-2573-4245-a5ab-c4fce6e7b9b3 · outbound

This paper cites DCTdiff: Intriguing Properties of Image Generative Modeling in the DCT Space.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning DCTdiff: Intriguing Properties of Image Generative Modeling in the DCT Space

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.685667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.685667Z digest=sha256:fee85191df0fb33e2c59349bfaeb399854c5c974150eda5d16cdb423331bb54f

Observation 7383a860-25bc-4815-a8e6-bafee2ce15f5 · outbound

This paper cites A com- prehensive review of data-driven co-speech gesture gen- eration.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning A com- prehensive review of data-driven co-speech gesture gen- eration

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.310383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.691493Z digest=sha256:cfa2972c1947de7945bbc8b2779604be2d808ed36e0815bba140700155565aac

Observation f8aa5d44-0b04-4fc0-8fc6-c0ddf206c1a6 · outbound

This paper cites Hearing and seeing meaning in speech and gesture: Insights from brain and behaviour.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Hearing and seeing meaning in speech and gesture: Insights from brain and behaviour

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.284370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.698400Z digest=sha256:9462f49769d9956d8f29573e0667b263423ff774bd8804ddd8c81ecc2792b860

Observation 94b68f22-5e8d-4e95-b43f-68146d7a46f0 · outbound

This paper cites Bodyformer: Semantics-guided 3d body gesture synthe- sis with transformer.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Bodyformer: Semantics-guided 3d body gesture synthe- sis with transformer

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.266701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.703991Z digest=sha256:7e39cd88f06b6f34bb8f290f92317086834662ef573509af8c4bcaf70d3faa85

Observation 35202fb1-4ff7-49b8-b3b5-4faa959ec217 · outbound

This paper cites Expressive body capture: 3d hands, face, and body from a single image.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Expressive body capture: 3d hands, face, and body from a single image

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.247742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.709402Z digest=sha256:213c745e2b2063f1653577b580e8759f05d4e3e8612cff84e2e80cb0ef3ebfa0

Observation 2fbc9fa5-6cde-4070-83f9-666baf205acc · outbound

This paper cites Weakly-supervised emotion transition learning for diverse 3d co-speech gesture gen- eration.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Weakly-supervised emotion transition learning for diverse 3d co-speech gesture gen- eration

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.231582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.714964Z digest=sha256:f3bd1d4101a3a7b3649b553d52c8124944d99ee83d2580257db3b7175f256ae4

Observation 3cfa6d47-4c23-4b02-9a70-37a219192fa8 · outbound

This paper cites Co- speech gesture synthesis by reinforcement learning with contrastive pre-trained rewards.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Co- speech gesture synthesis by reinforcement learning with contrastive pre-trained rewards

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.214404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.720089Z digest=sha256:3fb9f91aeacf02c332f53d4fe54f678e0da4b9fbd344f5e6c380cf57ee676f2e

Observation 26f59969-8eb0-4db0-8d0e-85b107a50ba1 · outbound

This paper cites Motionclip: Exposing human mo- tion generation to clip space.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Motionclip: Exposing human mo- tion generation to clip space

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.198056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.725430Z digest=sha256:6d24a45392f0f4d51b293356e39db739346bed15850df73547d1a567e6120a0c

Observation 5a4778a1-63df-4c90-956d-0724c13c0dfb · outbound

This paper cites Human mo- tion diffusion model.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Human mo- tion diffusion model

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.181326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.731077Z digest=sha256:d64f8eedd5079a45db1652deb0cac38a1ec688da5676bc239b4f739620a66a9c

Observation 5ce1873c-8004-4224-86f5-1001e2dacb45 · outbound

This paper cites Neural dis- crete representation learning.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Neural dis- crete representation learning

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.163899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.736803Z digest=sha256:f29a282840d8de0e22d5ed76a1458d27ec39d2326f2e9b5936775758261fa600

Observation 3577dac7-e6c7-4f0a-b6d3-fc49f6dd8cd1 · outbound

This paper cites Augmented co-speech gesture generation: Including form and meaning features to guide learning-based gesture synthesis.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Augmented co-speech gesture generation: Including form and meaning features to guide learning-based gesture synthesis

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.146181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.744751Z digest=sha256:2b03b127116018d59d2ec9f2e43720d9aef92406d3c31b9d6975c55e03282e51

Observation c6bd66ce-285e-4c4b-93c4-2ac292c4543f · outbound

This paper cites DiffuseStyleGesture: Stylized Audio-Driven Co-Speech Gesture Generation with Diffusion Models.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning DiffuseStyleGesture: Stylized Audio-Driven Co-Speech Gesture Generation with Diffusion Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.750171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.750171Z digest=sha256:c9941e5b63c0dea3e91b0fb3a93d239fa126df7c71e75c6f592d85f7dfb53777

Observation 96139976-0213-4646-8765-753212772a96 · outbound

This paper cites Qpgesture: Quantization-based and phase-guided mo- tion matching for natural speech-driven gesture gener- ation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Qpgesture: Quantization-based and phase-guided mo- tion matching for natural speech-driven gesture gener- ation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.124883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.756455Z digest=sha256:3df1da21499b104cfecd224938ddc8af77c71822fb8a0daaeae6c99682c51906

Observation 1e9ac3a9-2807-4c75-a82a-837aa08e7fc5 · outbound

This paper cites Audio-driven stylized gesture generation with flow- based model.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Audio-driven stylized gesture generation with flow- based model

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.106645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.763496Z digest=sha256:cf8786636f39e703948f184c161b0cec5a4accffb66e1a11b4dd20dd1ad83592

Observation e93a48d9-221e-4878-8c88-4bac1dfcb41a · outbound

This paper cites Generating holistic 3d human motion from speech.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Generating holistic 3d human motion from speech

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.080714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.771499Z digest=sha256:23ceac853b5134b68e0743bbebafc8a229d5533df6f5702324041c7bc1a85d03

Observation 063dd7b3-3c6d-4fe4-857b-b9aaae4ee39c · outbound

This paper cites Generating holistic 3d human motion from speech.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Generating holistic 3d human motion from speech

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.060915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.776489Z digest=sha256:231a0069089bd174cbecffd9d368e963a7c29ae995beacf4dadcd6d7f0f944a2

Observation ed1d6621-7d32-4833-95de-1a93bec97f47 · outbound

This paper cites Speech gesture generation from the trimodal context of text, au- dio, and speaker identity.ACM Transactions on Graphics (TOG), 39(6):1–16, 2020.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Speech gesture generation from the trimodal context of text, au- dio, and speaker identity.ACM Transactions on Graphics (TOG), 39(6):1–16, 2020

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.038719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.782378Z digest=sha256:3fb5df4500b95e59980f30da58d53ab7a647621a486077fcb13cc5a5d4c6f16f

Observation cf017540-659c-45d3-a98a-072f73df7a45 · outbound

This paper cites KinMo: Kinematic-aware Human Motion Understanding and Generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning KinMo: Kinematic-aware Human Motion Understanding and Generation

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.787476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.787476Z digest=sha256:8dc69cbb3ce8a2813b9968b7899b6aa819a1b623cc1aeb031c0d75ce4b963600

Observation e239708d-84e9-4dd9-91d2-d2b33f01222c · outbound

This paper cites Semantic gesticulator: Semantics-aware co-speech gesture synthe- sis.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Semantic gesticulator: Semantics-aware co-speech gesture synthe- sis

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:11.017920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.793178Z digest=sha256:557e0bd3cc2cfa70de1ed7060473a77f5f0e8572c43ffd557b59276affbae319

Observation e2d67e0e-60e4-421e-9917-c72c6c669777 · outbound

This paper cites Livelyspeaker: Towards semantic-aware co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Livelyspeaker: Towards semantic-aware co-speech gesture generation

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:10.999963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.798218Z digest=sha256:f2242d20088c6947c2dc7e8c2d33fd99121d01bf43c0c843b62a19dfbc711af3

Observation 61770172-1db9-4db1-b6de-c788e0b5e8f9 · outbound

This paper cites Taming diffusion models for audio- driven co-speech gesture generation.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Taming diffusion models for audio- driven co-speech gesture generation

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:58:10.981260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T17:58:10.803277Z digest=sha256:cd441fccef5b74ebfb0292375481ecb8cf8fb282fbd080e7043a2ab25385147b

Pith citing papers

No inbound Pith citation observations are available.