Paper Citation Record · LEDGER

Text-driven 3D Human Generation via Contrastive Preference Optimization

As of 10 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2502.08977.

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

pith.paper-citation-record.v1
2502.08977 v3

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:05:32.142129Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T19:52:25.871351Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T19:55:05.166262Z

Reference resolution

42 of 42 outbound references displayed

verified exact3
verified fuzzy34
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb574912-b4b2-4b77-9230-a7ad189abe4e · outbound

This paper cites Dream Fusion: Text- to-3D using 2D Diffusion,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Dream Fusion: Text- to-3D using 2D Diffusion,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.892386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15421573-e731-4717-8bcf-d648ee97755e · outbound

This paper cites TADA! Text to Animatable Digital Avatars,.

Text-driven 3D Human Generation via Contrastive Preference Optimization TADA! Text to Animatable Digital Avatars,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.878579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82a9fa62-2686-4dcf-9b20-583c595882b0 · outbound

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

Text-driven 3D Human Generation via Contrastive Preference Optimization Expressive body capture: 3d hands , face, and body from a single image,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.864280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9da356f7-2a0c-4028-b950-30a3b704b376 · outbound

This paper cites DreamWaltz: Make a Scene with Complex 3D Animatab le Avatars,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamWaltz: Make a Scene with Complex 3D Animatab le Avatars,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.850343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4d8cdaa-3407-4b0b-9f9a-3218549bb28a · outbound

This paper cites Adding conditional co ntrol to text-to-image diffusion models,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Adding conditional co ntrol to text-to-image diffusion models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.836500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6164ca21-6d33-4a75-bdbf-9a16f1cb38b9 · outbound

This paper cites HumanGaussian: Text-Driven 3D Human Generation with Gaus sian Splatting,.

Text-driven 3D Human Generation via Contrastive Preference Optimization HumanGaussian: Text-Driven 3D Human Generation with Gaus sian Splatting,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.822560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1d671aaf-e284-46fe-a711-3f69bb65d775 · outbound

This paper cites 3 D Gaussian Splatting for Real-Time Radiance Field Rendering,.

Text-driven 3D Human Generation via Contrastive Preference Optimization 3 D Gaussian Splatting for Real-Time Radiance Field Rendering,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.808100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76ae1cff-0030-4556-8211-6cab41f85d8d · outbound

This paper cites HumanNorm: Learning Normal Diffusion Model for High - quality and Realistic 3D Human Generation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization HumanNorm: Learning Normal Diffusion Model for High - quality and Realistic 3D Human Generation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.794167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1193df9-b0f2-4790-a977-0184da4027a2 · outbound

This paper cites Image reward: Learning and evaluating human preferences for text-to-ima ge genera- tion,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Image reward: Learning and evaluating human preferences for text-to-ima ge genera- tion,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.780554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0b073125-2dd2-443f-ac83-7ebb618bf5e5 · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-t o-image generation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Pick-a-pic: An open dataset of user preferences for text-t o-image generation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.766494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4da9a722-472c-45bc-9f4f-a3bf8e1eee52 · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

Text-driven 3D Human Generation via Contrastive Preference Optimization Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T23:05:32.001030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb61e11-8993-4b9f-b623-447417f63c38 · outbound

This paper cites Magic3D: High-Resolut ion Text- to-3D Content Creation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Magic3D: High-Resolut ion Text- to-3D Content Creation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.752548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26ca2fb0-f48f-4bf5-a1b3-67a8851dd3fd · outbound

This paper cites Proli ﬁcdreamer: High-ﬁdelity and diverse text-to-3d generation with varia tional score distillation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Proli ﬁcdreamer: High-ﬁdelity and diverse text-to-3d generation with varia tional score distillation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.738505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aa32fd88-ceb3-4941-b4fa-43de739ee5bb · outbound

This paper cites an unresolved cited work.

Text-driven 3D Human Generation via Contrastive Preference Optimization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:05:32.725060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 53f27b54-cd43-4db9-9394-d11d9d17dad1 · outbound

This paper cites DreamGauss ian: Generative Gaussian Splatting for Efﬁcient 3D Content Crea tion,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamGauss ian: Generative Gaussian Splatting for Efﬁcient 3D Content Crea tion,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.711903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 57bf1424-14ca-4593-8d3f-26237be43e7f · outbound

This paper cites Mvdream: Multi-view diffusion for 3d generation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Mvdream: Multi-view diffusion for 3d generation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.697162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5614597a-f089-42c1-84ed-ef2f0deacdcb · outbound

This paper cites MVGaussian : High- Fidelity text-to-3D Content Generation with Multi-View Gu idance and Surface Densiﬁcation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization MVGaussian : High- Fidelity text-to-3D Content Generation with Multi-View Gu idance and Surface Densiﬁcation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.683189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4110d654-4d62-49f5-9e55-4d5d75a787b0 · outbound

This paper cites DreamCouple: Exploring High Qual ity Text- to-3D Generation Via Rectiﬁed Flow,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamCouple: Exploring High Qual ity Text- to-3D Generation Via Rectiﬁed Flow,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.668971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 24338744-9382-420c-9cdb-019d40cd51c6 · outbound

This paper cites DreamMapping: High-Fidelity Text-to-3D Generation via V ariational Distribution Mapping,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamMapping: High-Fidelity Text-to-3D Generation via V ariational Distribution Mapping,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.654319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b819a81-5c1a-41ef-9b33-66456515cc77 · outbound

This paper cites Deep Marching Tetrahedra: A Hybrid Representation for High-resolution 3D Shape Synth esis,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Deep Marching Tetrahedra: A Hybrid Representation for High-resolution 3D Shape Synth esis,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.640269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17bfba7b-031c-4519-8c48-78a45d3af77f · outbound

This paper cites Ava tarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avata rs,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Ava tarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avata rs,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.626600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6a03c351-a1b1-484f-b48f-68112b948638 · outbound

This paper cites CLIPMesh: Generating textured meshes from text using pretrained imag e-text models,.

Text-driven 3D Human Generation via Contrastive Preference Optimization CLIPMesh: Generating textured meshes from text using pretrained imag e-text models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.612995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9963e9ca-e718-45bf-8acb-a4da5a31538c · outbound

This paper cites Sanghi, C.

Text-driven 3D Human Generation via Contrastive Preference Optimization Sanghi, C

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.599460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72fcdd8e-f758-4f97-b3d6-6283c3bc1927 · outbound

This paper cites Building efﬁcient, accurate c haracterskins from examples,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Building efﬁcient, accurate c haracterskins from examples,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.585139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2a7dc7c-4350-4525-96d6-63a3b0b6a1b7 · outbound

This paper cites SMPL: a skinned multi-person linear mode,.

Text-driven 3D Human Generation via Contrastive Preference Optimization SMPL: a skinned multi-person linear mode,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.570769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0f30d4c4-394d-4927-a703-4fe0dcac6587 · outbound

This paper cites Photoreali stic text-to-image diffusion models with deep language underst anding,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Photoreali stic text-to-image diffusion models with deep language underst anding,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.556574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d1147623-87d8-4d56-ae69-da8214684fa0 · outbound

This paper cites NeRF: Representing Scenes as NeuralRadiance Fields fo r View Synthesis,.

Text-driven 3D Human Generation via Contrastive Preference Optimization NeRF: Representing Scenes as NeuralRadiance Fields fo r View Synthesis,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.542197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7ca7f843-e2a7-4d80-9cc6-702b59f1f6cd · outbound

This paper cites NeuS: Learning Neural Implicit Surfaces by V olume Rendering for Multi-view Reconstruction,.

Text-driven 3D Human Generation via Contrastive Preference Optimization NeuS: Learning Neural Implicit Surfaces by V olume Rendering for Multi-view Reconstruction,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.528417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 865820d3-e311-4593-bfbc-1eb87e9241ce · outbound

This paper cites DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffu sion Models,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffu sion Models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.514127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 80336dbf-2094-4e46-bd80-28f3e7929e2a · outbound

This paper cites AvatarCraft: Transforming Text into Neural Human Av atars with Parameterized Shape and Pose Control,.

Text-driven 3D Human Generation via Contrastive Preference Optimization AvatarCraft: Transforming Text into Neural Human Av atars with Parameterized Shape and Pose Control,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.500361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b03b582-a959-4cd0-8ca6-1f666854a5bb · outbound

This paper cites DreamWaltz-G: Expressive 3D Gaussian Avatars from Skeleton-Guided 2D Diffusion.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamWaltz-G: Expressive 3D Gaussian Avatars from Skeleton-Guided 2D Diffusion

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-07T23:05:32.364144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 23826b43-41b9-4c0b-9f34-9fa47f508e40 · outbound

This paper cites DreamHuman: Animatable 3D Avatars from T ext,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DreamHuman: Animatable 3D Avatars from T ext,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.486147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4fe07d35-aaec-4e44-a798-413e220ce40b · outbound

This paper cites imGHUM: Impli cit Genera- tive Models of 3D Human Shape and Articulated Pose,.

Text-driven 3D Human Generation via Contrastive Preference Optimization imGHUM: Impli cit Genera- tive Models of 3D Human Shape and Articulated Pose,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.470160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 65145e86-e29d-4edc-bd6d-c00d8e567a66 · outbound

This paper cites AvatarBooth: High-Quality and Customizable 3D Human Avatar Generation.

Text-driven 3D Human Generation via Contrastive Preference Optimization AvatarBooth: High-Quality and Customizable 3D Human Avatar Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T23:05:32.109040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64df8f08-7232-48ae-bb08-8bc06ca7d234 · outbound

This paper cites AvatarV erse: High-quality & Sta ble 3D Avatar Creation from Text and Pose,.

Text-driven 3D Human Generation via Contrastive Preference Optimization AvatarV erse: High-quality & Sta ble 3D Avatar Creation from Text and Pose,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.454453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 939e751c-1acf-4dad-8826-4471e4301c5b · outbound

This paper cites DensePose: D ense Human Pose Estimation in the Wild,.

Text-driven 3D Human Generation via Contrastive Preference Optimization DensePose: D ense Human Pose Estimation in the Wild,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.424422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb7e165e-c56b-4695-a617-018248055ea1 · outbound

This paper cites X-Oscar: A Progressive Framework for High-quality Text-guided 3D Animatable Avatar Generation.

Text-driven 3D Human Generation via Contrastive Preference Optimization X-Oscar: A Progressive Framework for High-quality Text-guided 3D Animatable Avatar Generation

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-07T23:05:32.327885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb35e227-71c2-4afd-b4d8-7835b89032b6 · outbound

This paper cites GAvatar: Animatable 3D Gaussian Avatars with Impli cit Mesh Learning,.

Text-driven 3D Human Generation via Contrastive Preference Optimization GAvatar: Animatable 3D Gaussian Avatars with Impli cit Mesh Learning,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.409860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17a55bb8-f99a-41f8-b3d0-29d9b229d97c · outbound

This paper cites Multimodal large language mode l is a human-aligned annotator for text-to-image generation,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Multimodal large language mode l is a human-aligned annotator for text-to-image generation,

Reference 39

Resolution: verified exact; raw_fallback, observed 2026-08-07T23:05:32.304508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0ddbdbc4-0770-47e4-a812-04cda851e676 · outbound

This paper cites LongAlign: A Recipe for Long Context Alignment of Large Language Models.

Text-driven 3D Human Generation via Contrastive Preference Optimization LongAlign: A Recipe for Long Context Alignment of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T23:05:32.137599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f78a5f51-4f76-46e7-aa3f-af340943a3eb · outbound

This paper cites Learning T ransferable Visual Models From Natural Language Supervision,.

Text-driven 3D Human Generation via Contrastive Preference Optimization Learning T ransferable Visual Models From Natural Language Supervision,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:05:32.394869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6840bf8b-eeb8-45a8-a2ab-dd18e96a93c6 · outbound

This paper cites an unresolved cited work.

Text-driven 3D Human Generation via Contrastive Preference Optimization Unresolved cited work

Reference 7132

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:05:32.439705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation fd2313ff-bf60-4716-bfd1-3fc11c31c611 · inbound

SMPL-GPTexture: Dual-View 3D Human Texture Estimation using Text-to-Image Generation Models cites this paper.

SMPL-GPTexture: Dual-View 3D Human Texture Estimation using Text-to-Image Generation Models Text-driven 3D Human Generation via Contrastive Preference Optimization

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:55:05.169340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.