Paper Citation Record · LEDGER

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse

As of 15 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 2 inbound Pith citation observations for arXiv:2412.04343.

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

pith.paper-citation-record.v1
2412.04343 v1

Coverage vector

measured 64 of 64 reference resolution

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measured 66 of 66 standing notices

One-hop event checks from named stored sources.

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measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:06:56.104197Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T03:45:59.815887Z

Reference resolution

64 of 64 outbound references displayed

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External citation measurements

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Outbound references

Observation 3b3367f9-3043-4586-92ab-79dfa5be6c72 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 1

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Observation 767686ee-b163-43a1-8bdb-ba98746fcbd6 · outbound

This paper cites A cross- dataset study for text-based 3d human motion retrieval.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse A cross- dataset study for text-based 3d human motion retrieval

Reference 2

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Observation 9010bb3b-7ce4-451f-84cc-33079c408bd6 · outbound

This paper cites Retrieval-augmented diffusion models.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieval-augmented diffusion models

Reference 3

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This paper cites Digital life project: Autonomous 3d characters with social intelligence.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Digital life project: Autonomous 3d characters with social intelligence

Reference 4

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This paper cites MotionLLM: Understanding Human Behaviors from Human Motions and Videos.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse MotionLLM: Understanding Human Behaviors from Human Motions and Videos

Reference 5

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Observation 0733254e-10f4-4aee-852b-df2d80a32bb3 · outbound

This paper cites Re-Imagen: Retrieval-Augmented Text-to-Image Generator.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Re-Imagen: Retrieval-Augmented Text-to-Image Generator

Reference 6

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Observation b56f0cfd-53e8-46d1-8f61-c2274270ff0c · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 7

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This paper cites Generating diverse and natural 3d human motions from text.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Generating diverse and natural 3d human motions from text

Reference 8

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This paper cites Momask: Generative masked model- ing of 3d human motions.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Momask: Generative masked model- ing of 3d human motions

Reference 9

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Observation 7b6e1682-222a-40d5-ace4-74390089c729 · outbound

This paper cites Retrieval augmented language model pre- training.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieval augmented language model pre- training

Reference 10

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This paper cites Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation

Reference 11

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This paper cites Delta de- noising score.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Delta de- noising score

Reference 12

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Observation 481c99f2-5340-40a7-9b04-2934a499d557 · outbound

This paper cites Diffusion Model-Based Image Editing: A Survey.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Diffusion Model-Based Image Editing: A Survey

Reference 13

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Observation f3ff2d63-7148-4a9c-b116-a2c7db8718bd · outbound

This paper cites Opti- mizing diffusion noise can serve as universal motion priors.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Opti- mizing diffusion noise can serve as universal motion priors

Reference 14

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This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 15

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This paper cites Sdedit: Guided image synthesis and editing with stochastic differential equa- tions.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Sdedit: Guided image synthesis and editing with stochastic differential equa- tions

Reference 16

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Observation e03f0d33-a2e8-427a-ab38-86270ebba34a · outbound

This paper cites I2VEdit: First-Frame-Guided Video Editing via Image-to-Video Diffusion Models.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse I2VEdit: First-Frame-Guided Video Editing via Image-to-Video Diffusion Models

Reference 17

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Observation c54119a0-273d-47fb-9ded-70b0f7e1a6d4 · outbound

This paper cites Temos: Generating diverse human motions from textual descriptions.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Temos: Generating diverse human motions from textual descriptions

Reference 18

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This paper cites Tmr: Text-to-motion retrieval using contrastive 3d human motion synthesis.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Tmr: Text-to-motion retrieval using contrastive 3d human motion synthesis

Reference 19

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Observation eb1cf9fb-e7a1-4ccd-bd82-25f0a517f49e · outbound

This paper cites Multi-track timeline control for text-driven 3d human motion generation.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Multi-track timeline control for text-driven 3d human motion generation

Reference 20

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This paper cites The kit motion-language dataset.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse The kit motion-language dataset

Reference 21

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse DreamFusion: Text-to-3D using 2D Diffusion

Reference 22

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This paper cites Story-to-Motion: Synthesizing Infinite and Controllable Character Animation from Long Text.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Story-to-Motion: Synthesizing Infinite and Controllable Character Animation from Long Text

Reference 23

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This paper cites Learn- ing transferable visual models from natural language super- vision.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Learn- ing transferable visual models from natural language super- vision

Reference 24

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse In- context retrieval-augmented language models

Reference 25

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Human Motion Diffusion as a Generative Prior

Reference 26

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse KNN-Diffusion: Image Generation via Large-Scale Retrieval

Reference 27

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This paper cites Diffusion Model-Based Video Editing: A Survey.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Diffusion Model-Based Video Editing: A Survey

Reference 28

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Human motion diffu- sion model

Reference 29

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This paper cites TLControl: Trajectory and Language Control for Human Motion Synthesis.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse TLControl: Trajectory and Language Control for Human Motion Synthesis

Reference 30

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations

Reference 31

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This paper cites MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model

Reference 32

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model

Reference 33

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Finemogen: Fine-grained spatio- temporal motion generation and editing

Reference 34

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This paper cites Large Motion Model for Unified Multi-Modal Motion Generation.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Large Motion Model for Unified Multi-Modal Motion Generation

Reference 35

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This paper cites MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators

Reference 36

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Emdm: Efficient motion diffusion model for fast and high-quality motion generation

Reference 37

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This paper cites Typically, the retrieval database grows progressively as more motions are collected, while the diffusion model cannot always be updated in a timely manner.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Typically, the retrieval database grows progressively as more motions are collected, while the diffusion model cannot always be updated in a timely manner

Reference 38

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This paper cites We employ Mo- tionDiffuse [32] as our baseline, which is trained using a 4- layer transformer architecture.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse We employ Mo- tionDiffuse [32] as our baseline, which is trained using a 4- layer transformer architecture

Reference 39

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This paper cites The results are summarized in Table 6, where our method demonstrates a significant performance advan- tage over all other baselines.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse The results are summarized in Table 6, where our method demonstrates a significant performance advan- tage over all other baselines

Reference 40

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This paper cites Table 11 shows examples of our retrieval agent.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Table 11 shows examples of our retrieval agent

Reference 41

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Moves right hand towards a point

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RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieved 1

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This paper cites Original This man bends down to pick up a box or ball, and then puts it on a shelf, which is on his chest level.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Original This man bends down to pick up a box or ball, and then puts it on a shelf, which is on his chest level

Reference 47

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Source-reported events for the cited work

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Observation 6d89cb16-6a43-4635-8cd4-f56a53efa679 · outbound

This paper cites Retrieved 1.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieved 1

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.599098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0e2b904f-ccdc-4408-8801-02cadee7a5d3 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.583970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a916706f-60f6-4dbc-b542-a8f5b18b1189 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.568039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ef950484-1751-439e-9184-1e13d8c3f343 · outbound

This paper cites Original A man runs to the right then runs to the left then back to the middle.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Original A man runs to the right then runs to the left then back to the middle

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.544523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e9793df6-bda5-4f62-ba88-6a2ea145162d · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.518198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4da36a1a-a201-455b-92b5-981bdac98df2 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.502977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 26703c57-6b74-400c-b8de-c7727252f5b7 · outbound

This paper cites Retrieved 1.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieved 1

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.488077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3aedc23c-d972-4757-af03-34e3d66f79b5 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.474130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6645c881-2d9c-4365-a618-6e8bfdb58e03 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.459154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0c98c381-e1f7-43c6-a96f-693d2d91dfac · outbound

This paper cites Original A person walks in a counterclockwise circle.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Original A person walks in a counterclockwise circle

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.442213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d9a2e96-e391-4c01-a64d-36643fdf0a60 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.428119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0a154860-1ae9-435c-9e2c-ec06c89487a4 · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.408341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a8817a45-5b83-4ac3-81f5-86dad4609735 · outbound

This paper cites Retrieved 1.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Retrieved 1

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.388214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 71b89ae1-ba30-40cf-b0a8-26de9b88875e · outbound

This paper cites an unresolved cited work.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:36:20.371705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4cbf9744-0aff-442b-a86b-6a3f1ff30e01 · outbound

This paper cites 5.Feet move in a circular path in a clockwise direction.

RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse 5.Feet move in a circular path in a clockwise direction

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T21:36:20.352952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation ed7b2763-e802-4f3d-ab09-244cbcf9d303 · inbound

IRG-MotionLLM: Interleaving Motion Generation, Assessment and Refinement for Text-to-Motion Generation cites this paper.

IRG-MotionLLM: Interleaving Motion Generation, Assessment and Refinement for Text-to-Motion Generation RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T17:06:56.104197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53651d25-751f-43d1-ac2b-0221d6103b0f · inbound

Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization cites this paper.

Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:45:59.819992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.