Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:58:10.803277Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:58:10.803277Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2a369914-0187-4864-98ee-d518b843b712 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Low-resource adaptation for personalized co-speech gesture generation
Reference 1
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.
Observation 5457dfed-6409-4d3d-9c77-85298f2dc914 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Continual learning for personalized co-speech gesture generation
Reference 2
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.
Observation e7646036-b0ba-452e-85a7-73f58a081788 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Style-controllable speech-driven gesture synthesis using normalising flows
Reference 3
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.
Observation c1fdb6c8-8a30-45a9-a9c4-01bcf7c97132 · outbound
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
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.
Observation 8bfc8bb7-ec6b-410b-9053-672dc46a4cea · outbound
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
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.
Observation ab987e37-8eff-4508-aa7e-e20bae2e95f7 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Gesturedif- fuclip: Gesture diffusion model with clip latents
Reference 6
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.
Observation 94e9c36c-e4f0-41ff-8a54-ac23ea392734 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Probabilistic FastText for Multi-Sense Word Embeddings
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88566ee7-fe0f-43ca-a0de-3fd8913cd186 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Enriching word vectors with subword information
Reference 8
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.
Observation 5cf0e808-1768-47e1-8c7d-4b3d7c6dca23 · outbound
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
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.
Observation fd74e80b-f75e-48c0-aabd-82e88a65ae08 · outbound
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
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.
Observation 80f96e32-7842-4549-96fe-32f8a6f0c444 · outbound
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
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.
Observation 5cbc59ad-8620-4aaf-8b6d-1a57ab31e08b · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Ad- versarial gesture generation with realistic gesture phas- ing
Reference 12
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.
Observation 6ec8beb7-3664-4251-862f-8fa7967d9515 · outbound
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
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.
Observation 0462ef3e-370e-430f-8cd0-27163ed3b5be · outbound
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
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.
Observation b01c32f6-47b7-4b71-a9b0-d6c28032f172 · outbound
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
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.
Observation fb4b91c1-ab5d-4b05-b117-5b4ca7acdf3b · outbound
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
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.
Observation addd1381-b6b9-4a1e-9cc8-7053f404b510 · outbound
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
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.
Observation 2f6af49f-cfe9-4110-94fb-b6128bde25a0 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Moglow: Probabilistic and controllable motion synthesis using normalising flows
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e918b296-5546-4274-9935-04ae64c7514c · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Multimodal lan- guage processing in human communication
Reference 19
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.
Observation e4146ade-7975-44de-aa2f-31bbb7fc22dc · outbound
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
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.
Observation 6c52d0c9-5e73-436c-b98c-407a1c1b034d · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Gesture units, gesture phrases and speech
Reference 21
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.
Observation c026dc28-04f2-4622-b924-19220748c1b3 · outbound
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
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.
Observation 97c4ef38-f28b-4b04-a39c-1a96f9e9373d · outbound
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
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.
Observation f2f3dc36-2673-4da8-a0cd-c47ec2a4ea88 · outbound
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
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.
Observation e5d98716-a61d-4a6a-92c2-402b399f3a29 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Ai choreographer: Music conditioned 3d dance generation with aist++
Reference 25
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.
Observation 1859d201-ee9b-42c0-8442-6871cacac9e4 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Seeg: Semantic energized co-speech gesture generation
Reference 26
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.
Observation 63723e77-5e9b-4643-9449-9c8f39cae7b7 · outbound
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
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.
Observation e1af1a41-b178-4235-bf36-c50901ac28a7 · outbound
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
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.
Observation 3e79e1f4-e4b6-4c70-96ca-70fef823aebe · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1a42bd8-8968-4654-b16d-612e8948511d · outbound
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
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.
Observation 5e91daf3-6612-44c1-9665-b28a190c8489 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5d1c9b4-d8e5-4d3b-b904-a876b3f87a33 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Audio-driven co-speech gesture video generation
Reference 32
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.
Observation 41f809e5-4bb7-4437-b1d7-653c7fd6735f · outbound
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
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.
Observation 87005c43-eed6-4748-bd01-3a20151ea9b9 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Towards variable and coordinated holistic co-speech motion generation
Reference 34
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.
Observation 4f06c41b-699f-4fc2-955a-ade00a863d27 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Hand and mind
Reference 35
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.
Observation 487beccf-5f39-4888-b5c1-1dc4b8f6fad0 · outbound
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
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.
Observation b411826f-470f-4d9f-8202-386eced30e1d · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c18250c2-8866-497d-a9bd-95386bdc026f · outbound
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
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.
Observation e88d1ab4-2573-4245-a5ab-c4fce6e7b9b3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7383a860-25bc-4815-a8e6-bafee2ce15f5 · outbound
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
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.
Observation f8aa5d44-0b04-4fc0-8fc6-c0ddf206c1a6 · outbound
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
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.
Observation 94b68f22-5e8d-4e95-b43f-68146d7a46f0 · outbound
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
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.
Observation 35202fb1-4ff7-49b8-b3b5-4faa959ec217 · outbound
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
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.
Observation 2fbc9fa5-6cde-4070-83f9-666baf205acc · outbound
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
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.
Observation 3cfa6d47-4c23-4b02-9a70-37a219192fa8 · outbound
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
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.
Observation 26f59969-8eb0-4db0-8d0e-85b107a50ba1 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Motionclip: Exposing human mo- tion generation to clip space
Reference 46
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.
Observation 5a4778a1-63df-4c90-956d-0724c13c0dfb · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Human mo- tion diffusion model
Reference 47
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.
Observation 5ce1873c-8004-4224-86f5-1001e2dacb45 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Neural dis- crete representation learning
Reference 48
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.
Observation 3577dac7-e6c7-4f0a-b6d3-fc49f6dd8cd1 · outbound
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
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.
Observation c6bd66ce-285e-4c4b-93c4-2ac292c4543f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96139976-0213-4646-8765-753212772a96 · outbound
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
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.
Observation 1e9ac3a9-2807-4c75-a82a-837aa08e7fc5 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Audio-driven stylized gesture generation with flow- based model
Reference 52
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.
Observation e93a48d9-221e-4878-8c88-4bac1dfcb41a · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Generating holistic 3d human motion from speech
Reference 53
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.
Observation 063dd7b3-3c6d-4fe4-857b-b9aaae4ee39c · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Generating holistic 3d human motion from speech
Reference 54
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.
Observation ed1d6621-7d32-4833-95de-1a93bec97f47 · outbound
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
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.
Observation cf017540-659c-45d3-a98a-072f73df7a45 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning KinMo: Kinematic-aware Human Motion Understanding and Generation
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e239708d-84e9-4dd9-91d2-d2b33f01222c · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Semantic gesticulator: Semantics-aware co-speech gesture synthe- sis
Reference 57
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.
Observation e2d67e0e-60e4-421e-9917-c72c6c669777 · outbound
SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Livelyspeaker: Towards semantic-aware co-speech gesture generation
Reference 58
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.
Observation 61770172-1db9-4db1-b6de-c788e0b5e8f9 · outbound
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
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.
No inbound Pith citation observations are available.