Pith. sign in

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 2026-08-18T06:34:40.430872+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
raw_fallback, observed 2026-08-15T17:58:11.978522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.464014Z digest=sha256:f9a90238503daa841c4cc447fb23deaca5f61a98d5abe0ecd67f34b519793abb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.470750Z digest=sha256:73c8dc073492e1d47d4da9808ca1b2709b8e40538881dcdac25b3f1f56f0a266

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
raw_fallback, observed 2026-08-15T17:58:11.942564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.476122Z digest=sha256:aadee3566e85e2913949bdce1e27cea458a092110068ceb91bbee330bf335c95

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.482307Z digest=sha256:9f1fd6b2317960563c9717c4f4cbccc59db52da7c1a13a162ae5325119429c31

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.487888Z digest=sha256:c00be94b3cb0410aa877775bfc824e79320e0199e3232c3d23e8ed08c39fe62f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.493705Z digest=sha256:6c0e82f024d439faa7c6156f90807c670f5f40a32941383ee026af8c1a8620c2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.506359Z digest=sha256:707a3742ab3b4d0c2dac634e58c86a46b4541c7d83876071a608137526ce4f2a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.512123Z digest=sha256:911b812fc2ecdd0f8cca28e9a88600b504b19f58a8cb8116fd99495a3bd46e58

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.518555Z digest=sha256:1f0d01667a572150bc85b1cf9b7ac552c9abace327cb359367e5896699736953

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.524635Z digest=sha256:182488b4fda9c4347dd3af05b8ae538de522de2ee04fc616f1d5ffe028d66e6e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.530964Z digest=sha256:b1eb0ef79257da0002b8bee742fa99e2f2330f6c437aa8b7b39344effed3a074

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.536833Z digest=sha256:a63c95ed5b78f727e485b9d38cf0e950cab18cae0c24decd3fcfc9981a7fc2f9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.542416Z digest=sha256:9f3a608a764e1549437bc9a61167b6d1afaa33a7055f5d88dcbaf84e685fac74

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.547421Z digest=sha256:d4746031c4b2957a91380a390025ac1edb56d537ddfbbeca249299c5a4266ed1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.555658Z digest=sha256:3476556907d988ac65268543aa5ef0f11138dd73c4578803ba0e3f214f06d1c0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.561784Z digest=sha256:d4533a1f8a1502852d0678e63e7c0ed8078c8f801075a64f46ce1d396b2c21eb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.573762Z digest=sha256:517ab3ba710ffb5f778216fe0fa915c5db92da2aa5472da883e0c72c2202c1af

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.579069Z digest=sha256:20c024e22c40a8cd3a1367c70ae43327fa1d842ffd0370bc2cbc4b98f2d76c39

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.584471Z digest=sha256:9f418a483f285756a6f6100833f9ad985ce3b4aefbd4e7fe785250820c20d960

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.589553Z digest=sha256:66d993e3b44aee010586e10eb997c06d776bf3027c87651bdefd6e657e22f1fa

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.595042Z digest=sha256:20948ed115018de7d66eb09ca183ddbfc3e76c706055507c24182106ca1284ae

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.601122Z digest=sha256:71b3f545dc7cf2e10b26af860ca305e4570b10cf07efb170b45eb778b523ba1a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.606397Z digest=sha256:0995b180fcb2f04cd221e9fa5a0b85791c21a5bb24ff571ce7a96c5111d3b7fe

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.612059Z digest=sha256:edf5e2b63057ec741d677d71796848ed3b7ef566b038fa5807d7daf836ffb7cf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.617841Z digest=sha256:1619d726676d45bc50ce8569b2ab1f2cbf7c7e449c072ba4d0cbe886e8e0c623

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.623866Z digest=sha256:45de2d152e1373a06bffc666b1e6923452771a31f0a9e20244fa01c164cfdde0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.637240Z digest=sha256:b740a6764171f9c56b0424f3ae237df22e20af105a70d13ca3bf9bb7600cc741

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=sha256:4336787c5092bf220ab9ac0a5896a09216d4c548b52d04bbc344b0fa812d7230

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.649300Z digest=sha256:c487444b029f5de12ccf9cd24372e569ed0cbb1525d4f94f9a57c13784a8c858

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.654514Z digest=sha256:9ffd18e139d185ee9e684ff516ab120969b98e4845f52e32d4f84793351073b1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.659509Z digest=sha256:3884bcd0ec7267a5286103db71ef71aa4cb5edd7efd0037895eeb1cb115bff35

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.664810Z digest=sha256:a291ff51922b31e4a88fb04a1b27c88d01cc1fa0beba4a6410b16a3c3f4ab606

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.670321Z digest=sha256:cb7a81268e75775f5610c3fe61f755747b15652d5d39a8e08a1e3d7b2723c392

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.680733Z digest=sha256:d19cef22f445e768ce45b104f933a513f27ba272a68c0567f59c4ba142c03436

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.691493Z digest=sha256:b8166274645f11d21677042351d9137178684f96e88225a20b64ee1682d3678b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.698400Z digest=sha256:861c9c1ee8801456fbd4ea2dce54e0bcd4a617d5e8907e669e10c0e506b4e370

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.703991Z digest=sha256:ade287c0f7e6e8e4b6a270fa4b85bae237369f3748e0fd8f19100194e3c440bf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.709402Z digest=sha256:f5c2168802bcc9fc6737d5f6939cd71577f2e6c6c073a5a7f542433d075bf6e0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.714964Z digest=sha256:d83389d79e122e2ef48de14f1f257b169a52050f95b5f00b9f736698f38b746b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.720089Z digest=sha256:82cee091a3af97ae6e2a0eca8a99f691676f5c13107c2ffcafd4d2b3b0f8f1af

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.725430Z digest=sha256:488969d41d5ea7d2c4dbea0002138bb6c681b69bbe8895460e49fae48aaec066

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.731077Z digest=sha256:3de13ae0a44ad736b65454f028bbf95de3493efe76c226426e6efc0e03892008

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.736803Z digest=sha256:97166f77c40beb04db7d22fc31dc812f79153ea3ad706739e4cec679ca37daa6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.744751Z digest=sha256:e7d4b68baf9cb195798ffc09c4edc595cbbbf1aed0dc66cc2d93f19e77508741

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.756455Z digest=sha256:50039a4e5066061ee66804ddc6cc1803a6c62a87f34bd1329eb79cb64bb158db

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.763496Z digest=sha256:ca82561dee166f9c230783a70c81ff4b4f3ec2dc8127c461d730e9e5b074eb7b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.771499Z digest=sha256:93b902cde9b16c7cc7f912fe7691b01339424e13bed3e9bf00fc8b0dabc50645

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.776489Z digest=sha256:4a3d0ec092d314b11423733a67300e1e0a86bb659155c44e7f28ad88518fd790

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.782378Z digest=sha256:8a5e7a3323151af30010f93a3b549795d9a2b6731514055ada5174b00886c0fd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.793178Z digest=sha256:17472711f20570c2863addd266e1814e73c87a0884018954672d30e624182045

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.798218Z digest=sha256:0e48fc6b6021fc15d8a335ed600b5dc71d9da889e6edfdc543884da9d3c24c51

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T17:58:10.803277Z digest=sha256:ee84da89d4d83cad18cf79db1ebdaccba7419e068b4603f8daf34b8b15e27f1f

Pith citing papers

No inbound Pith citation observations are available.