Paper Citation Record · LEDGER

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2507.19292.

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

pith.paper-citation-record.v1
2507.19292 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:00:29.136627Z

measured 43 of 43 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

43 of 43 outbound references displayed

verified exact0
verified fuzzy33
unresolved10
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 19932259-8d91-4002-acab-5c0e364783c6 · outbound

This paper cites Teach: Temporal action composition for 3d hu- mans.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Teach: Temporal action composition for 3d hu- mans

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.646920Z

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 ab512999-e4d5-4885-8f5e-a4c94aaea286 · outbound

This paper cites Seamless human motion composition with blended posi- tional encodings.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Seamless human motion composition with blended posi- tional encodings

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.599158Z

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 c131a300-eec2-47df-af8e-1cc099c14247 · outbound

This paper cites Attend-and-excite: Attention-based se- mantic guidance for text-to-image diffusion models.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Attend-and-excite: Attention-based se- mantic guidance for text-to-image diffusion models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.563854Z

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 94990bcd-5c21-401e-a784-e9530979769a · outbound

This paper cites Executing your commands via motion diffusion in latent space.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Executing your commands via motion diffusion in latent space

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.537626Z

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 8c36ab92-ef9e-4fa4-a2cc-2fbca4bf0443 · outbound

This paper cites Motionlcm: Real-time controllable motion generation via latent consistency model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Motionlcm: Real-time controllable motion generation via latent consistency model

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.504064Z

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 b25f42ce-c6bc-49d7-b36b-db26c1b25afa · outbound

This paper cites Freemotion: A unified framework for number- free text-to-motion synthesis.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Freemotion: A unified framework for number- free text-to-motion synthesis

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.458140Z

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 8f7be344-fc13-4163-bf87-da80d331b6b7 · outbound

This paper cites Synthesis of compositional animations from textual descriptions.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Synthesis of compositional animations from textual descriptions

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.735973Z

Source-reported events for the cited work

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Observation 438ace07-1d6f-487b-803a-e6c7a96a93c2 · outbound

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

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Generating diverse and natural 3d human motions from text

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.748240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10283999-7dfc-413b-9865-a20b011376ca · outbound

This paper cites Momask: Generative masked mod- eling of 3d human motions.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Momask: Generative masked mod- eling of 3d human motions

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.379534Z

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 837066bd-6708-4a39-9fd1-cdb00484a672 · outbound

This paper cites Initno: Boosting text-to-image diffu- sion models via initial noise optimization.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Initno: Boosting text-to-image diffu- sion models via initial noise optimization

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.344823Z

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 48067442-306c-4e4e-8e0a-a45cd33e5041 · outbound

This paper cites Denoising dif- fusion probabilistic models.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Denoising dif- fusion probabilistic models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.773523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1b2a98-d354-462a-83bb-031e45403b12 · outbound

This paper cites Learned motion matching.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Learned motion matching

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.281056Z

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 6559bbb0-bfa7-49b0-875d-8384f52425fb · outbound

This paper cites InterMask: 3D Human Interaction Generation via Collaborative Masked Modeling.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups InterMask: 3D Human Interaction Generation via Collaborative Masked Modeling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.800289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6018c5ae-b132-47e5-8d3b-f4093c25611b · outbound

This paper cites Action-GPT: Leveraging Large-scale Language Models for Improved and Generalized Action Generation.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Action-GPT: Leveraging Large-scale Language Models for Improved and Generalized Action Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.812637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d02ddd-a82f-447e-ac4f-e3a9f75c3177 · outbound

This paper cites Guided motion diffusion for controllable human motion synthesis.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Guided motion diffusion for controllable human motion synthesis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.824175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd028a7f-16d7-402d-a8d5-a5760b1d4e03 · outbound

This paper cites Op- timizing diffusion noise can serve as universal motion priors.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Op- timizing diffusion noise can serve as universal motion priors

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.219494Z

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 6d441221-f4b4-428c-a901-2dea991e0a28 · outbound

This paper cites Interhandgen: Two-hand interaction generation via cascaded reverse diffusion.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Interhandgen: Two-hand interaction generation via cascaded reverse diffusion

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.175186Z

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 41f974c4-93fc-4b23-8245-abd30de1ec09 · outbound

This paper cites T2lm: Long-term 3d human mo- tion generation from multiple sentences.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups T2lm: Long-term 3d human mo- tion generation from multiple sentences

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.131680Z

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 9dcff5d2-2b1c-4d7b-a0b2-1e09fbe7eb89 · outbound

This paper cites Intergen: Diffusion-based multi-human motion genera- tion under complex interactions.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Intergen: Diffusion-based multi-human motion genera- tion under complex interactions

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.099556Z

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 f0ac315c-59b9-45c6-967f-7127e3882c67 · outbound

This paper cites Programmable motion generation for open- set motion control tasks.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Programmable motion generation for open- set motion control tasks

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.057939Z

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 cadcdfc1-f2e8-4c10-aae6-c6d71c56ccf8 · outbound

This paper cites Smpl: A skinned multi- person linear model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Smpl: A skinned multi- person linear model

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:30.029289Z

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 9f18edec-bc2d-409b-8eb3-4861c6f0a919 · outbound

This paper cites Black, and G ¨ul Varol.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Black, and G ¨ul Varol

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.985552Z

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 34c7e5f5-7fa8-456f-ae4e-07f4cd0300b4 · outbound

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

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Temos: Generating diverse human motions from textual descriptions

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.943648Z

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 4e8fbf26-1174-4985-9e45-337d0bfd7911 · outbound

This paper cites Mmm: Generative masked motion model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Mmm: Generative masked motion model

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.909589Z

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 e5c49db1-da35-467c-add5-d32db042fd81 · outbound

This paper cites Learning transferable visual models from natural language supervision.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Learning transferable visual models from natural language supervision

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.935750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22c2a05c-7613-4643-8518-7b7b503c84f1 · outbound

This paper cites in2in: Leveraging individual information to generate human interactions.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups in2in: Leveraging individual information to generate human interactions

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.826383Z

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 efa44c24-b420-4c8f-9c08-6ac29c1b25e5 · outbound

This paper cites Human motion diffusion as a generative prior.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Human motion diffusion as a generative prior

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.792899Z

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 3898a492-df02-48dc-99c3-7b9e97cf35e2 · outbound

This paper cites Towards open domain text-driven synthesis of multi-person motions.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Towards open domain text-driven synthesis of multi-person motions

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.762754Z

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 834ccc87-d827-480a-9544-22780698d314 · outbound

This paper cites Denois- ing diffusion implicit models.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Denois- ing diffusion implicit models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:28.972436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49e60c71-7c57-420f-a656-58eeaf82b094 · outbound

This paper cites Role-aware interaction generation from textual description.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Role-aware interaction generation from textual description

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.687039Z

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 c0568127-1875-421c-8413-d0c842cf5a15 · outbound

This paper cites Human motion diffu- sion model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Human motion diffu- sion model

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.657370Z

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 00fa83a7-0c44-40b7-9dd3-e1a2d008e3bf · outbound

This paper cites Karen Liu.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Karen Liu

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.609610Z

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 5edfc648-d6f5-4005-ad89-8b3ef21f9c75 · outbound

This paper cites Intercontrol: Zero-shot human interaction generation by controlling every joint.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Intercontrol: Zero-shot human interaction generation by controlling every joint

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.558544Z

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 8943f6f8-52b4-4a9e-9a99-b29cc9708846 · outbound

This paper cites Omnicontrol: Control any joint at any time for human motion generation.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Omnicontrol: Control any joint at any time for human motion generation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.525362Z

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 612c7875-1cf4-4d78-84fd-5ceab9b7fbfc · outbound

This paper cites Actformer: A gan-based transformer towards general action-conditioned 3d human motion gener- ation.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Actformer: A gan-based transformer towards general action-conditioned 3d human motion gener- ation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.496418Z

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 907ae361-3aa5-4fed-9296-b6c8ce7f4e71 · outbound

This paper cites Inter-x: Towards versatile human- human interaction analysis.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Inter-x: Towards versatile human- human interaction analysis

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.464007Z

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 4e346012-0106-454c-8185-942dfd7c46be · outbound

This paper cites Convolutional sequence generation for skeleton- based action synthesis.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Convolutional sequence generation for skeleton- based action synthesis

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.421026Z

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 73533cdc-0904-47ce-80bd-fdec2f2f0b7a · outbound

This paper cites T2m-gpt: Generating human motion from textual de- scriptions with discrete representations.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups T2m-gpt: Generating human motion from textual de- scriptions with discrete representations

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:29.066731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 031db2d7-fea0-449a-9db2-82791609949c · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Adding conditional control to text-to-image diffusion models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T18:00:29.075310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38656b14-fe34-4d66-9658-500e9079c829 · outbound

This paper cites Re- modiffuse: Retrieval-augmented motion diffusion model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Re- modiffuse: Retrieval-augmented motion diffusion model

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.356322Z

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 4158f80f-f441-4b22-86c4-a0532c1f6ba4 · outbound

This paper cites Motiondif- fuse: Text-driven human motion generation with diffusion model.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Motiondif- fuse: Text-driven human motion generation with diffusion model

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.335382Z

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 c8683d54-6ee0-4393-97cd-aecb19fc06f4 · outbound

This paper cites Diffcollage: Parallel generation of large content with diffusion models.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups Diffcollage: Parallel generation of large content with diffusion models

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.318036Z

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 3828076e-2793-4b1f-b4f4-eb984e4e1a13 · outbound

This paper cites the other person approaches one by walking.

PINO: Person-Interaction Noise Optimization for Long-Duration and Customizable Motion Generation of Arbitrary-Sized Groups the other person approaches one by walking

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:00:29.282646Z

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.

Pith citing papers

No inbound Pith citation observations are available.