FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation | Paper Citation Record

Observation ff42c492-0b81-44f8-a7ee-6667d2579813 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:44.723173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75f4e7f7-8e01-43a4-a53d-ba02d8900d2d · outbound

This paper cites write newline.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:44.820750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36911187-345e-418e-9d25-3ed9c5aa6046 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:54.189597Z

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 71f002fe-094d-4060-9fb8-ea5a91c3ffdf · outbound

This paper cites G.; Guo, Z.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation G.; Guo, Z

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:06:54.043320Z

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 e97e853f-1594-4a6c-9ad2-7e1c06d5f18b · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:45.076891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc05805-bfe1-4913-b333-ae3d42f22824 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:45.202239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e1bfbd-c25a-43d2-95b4-104ee8d9c7c3 · outbound

This paper cites HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:45.351100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ab453db-851d-4f8e-8f14-d60e32515c07 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:53.901551Z

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 712dbf66-7eed-4191-9cbd-fbdce1a5383d · outbound

This paper cites S.; and Zisserman, A.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation S.; and Zisserman, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:06:53.780119Z

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 436efcb7-8ff3-461c-a850-20730ea322e3 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:45.630673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 940f8c5b-79ab-4eff-96f0-619c2b389e9f · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:53.676333Z

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 ced88884-928c-46cc-b315-67b6cbc346ee · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:53.564718Z

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 a9512886-df13-4057-bdbd-46e306920327 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:45.876598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ddcd33d-270d-4554-a9f5-e332954651d1 · outbound

This paper cites A.; Tewari, A.; Wuhrer, S.; Zollhoefer, M.; Beeler, T.; Bernard, F.; Bolkart, T.; Kortylewski, A.; Romdhani, S.; et al.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation A.; Tewari, A.; Wuhrer, S.; Zollhoefer, M.; Beeler, T.; Bernard, F.; Bolkart, T.; Kortylewski, A.; Romdhani, S.; et al

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:06:53.453352Z

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 52d1b9bb-6c08-4729-84c7-2bb35547d7be · outbound

This paper cites OmniAvatar: Efficient Audio-Driven Avatar Video Generation with Adaptive Body Animation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation OmniAvatar: Efficient Audio-Driven Avatar Video Generation with Adaptive Body Animation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.057630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9af077a-d3d5-49b1-a806-7562705b6b00 · outbound

This paper cites LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.180563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9daed3f1-6769-4f2b-af1e-6b23ecdb6f14 · outbound

This paper cites VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.273086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a34c91ac-51be-4cd0-a341-e69e090b58f9 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.368979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 793afadf-0e18-45ca-a914-540e79893956 · outbound

This paper cites Classifier-Free Diffusion Guidance.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Classifier-Free Diffusion Guidance

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.456897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f013a7a-5590-4004-9f8e-db5f1df40bd3 · outbound

This paper cites J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.517547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9abbbcc-9421-42a3-83b5-f7e3e8169621 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:53.275659Z

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 6972d79b-1c29-4e4c-962c-3ad9928f8c59 · outbound

This paper cites Bind-Your-Avatar: Multi-Talking-Character Video Generation with Dynamic 3D-mask-based Embedding Router.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Bind-Your-Avatar: Multi-Talking-Character Video Generation with Dynamic 3D-mask-based Embedding Router

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.703429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86808a5-6efa-4805-a345-abebaf4de1f5 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:53.087664Z

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 f070eda6-bb74-4a3f-b520-6084b597e4fa · outbound

This paper cites P.; Welling, M.; et al.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation P.; Welling, M.; et al

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:06:52.903558Z

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 18e8d344-8c67-441e-abf2-957faff5fd18 · outbound

This paper cites C.; Lo, W.-Y.; et al.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation C.; Lo, W.-Y.; et al

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.893470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d3b405-d07f-47c2-b70e-bee6057ecb74 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:46.950936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b35010b-3fba-47ee-be13-7448fe47632f · outbound

This paper cites Let Them Talk: Audio-Driven Multi-Person Conversational Video Generation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Let Them Talk: Audio-Driven Multi-Person Conversational Video Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.005370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f43b5be-784d-4afa-b58b-e05bee40fd16 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:52.757017Z

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 bd9d135b-dc39-46c0-81a8-c4e2f311ae48 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:52.627819Z

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 80b09f0d-f1bb-4a0f-88ba-5793b7779ac2 · outbound

This paper cites AlignHuman: Improving Motion and Fidelity via Timestep-Segment Preference Optimization for Audio-Driven Human Animation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation AlignHuman: Improving Motion and Fidelity via Timestep-Segment Preference Optimization for Audio-Driven Human Animation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.301483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3481ddd6-cc35-43e0-9868-f0e26542ff32 · outbound

This paper cites Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.388338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeebd8a6-0113-4071-be91-9472ec54aad3 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:52.530048Z

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 4d9f59fd-0969-49cd-bfb1-103ddb45074c · outbound

This paper cites OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.554880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a321c2-4efa-4202-9c91-38c241acc82d · outbound

This paper cites Flow Matching for Generative Modeling.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Flow Matching for Generative Modeling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.638108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85f730d1-1f7a-404d-acaa-041d29da3efc · outbound

This paper cites Improving Video Generation with Human Feedback.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Improving Video Generation with Human Feedback

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.731679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07100f1-754d-40de-b195-94151d481fd2 · outbound

This paper cites Phantom: Subject-consistent video generation via cross-modal alignment.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Phantom: Subject-consistent video generation via cross-modal alignment

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.800330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9aab939-7048-4269-8916-5fcf655a3655 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:52.378023Z

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 e3a47759-cbbf-481c-9fc2-5caf78248ef9 · outbound

This paper cites MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:47.910068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a5b573-702c-4872-b8f8-0086143dec64 · outbound

This paper cites MediaPipe: A Framework for Building Perception Pipelines.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation MediaPipe: A Framework for Building Perception Pipelines

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.043766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3cc0341-9468-470c-8ff9-aba2f48ad25d · outbound

This paper cites DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.133326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 523be358-6a02-4fe3-9e81-7937f9e2ebe4 · outbound

This paper cites OpenELM: An Efficient Language Model Family with Open Training and Inference Framework.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation OpenELM: An Efficient Language Model Family with Open Training and Inference Framework

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.220115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e406d0b1-2d83-42ef-86b2-b2ee159722f9 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.311962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8053818c-1999-4606-8185-d0f581c33584 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.409663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc40f398-b754-43c0-ab62-38c575c7be9f · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.498964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61423f25-352e-4144-b9d8-b501690d23d0 · outbound

This paper cites D.; Ermon, S.; and Finn, C.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation D.; Ermon, S.; and Finn, C

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.577176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2656c0f9-2cc6-46eb-9930-310b5df1f43f · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:52.133942Z

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 657ed4fc-3ed5-4615-a5c5-6b3f4d949e7a · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.727628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18a77f07-a818-470a-b851-6fbc16a84a97 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.786819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 391171b0-2326-43f4-999f-45be01a6b74e · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:06:51.916075Z

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 35ee78ac-f884-4956-8315-4d60359e1b63 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:48.991294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89d9637d-5351-4684-8861-14c002bf60c9 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.055235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcaefb3f-3e96-453b-9af3-2d8aeef63864 · outbound

This paper cites FantasyTalking: Realistic Talking Portrait Generation via Coherent Motion Synthesis.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation FantasyTalking: Realistic Talking Portrait Generation via Coherent Motion Synthesis

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.148058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd35bf47-a4db-42a5-990b-90b65b301bf6 · outbound

This paper cites Controllable Longer Image Animation with Diffusion Models.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Controllable Longer Image Animation with Diffusion Models

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:06:50.737213Z

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 1d59db84-a60d-4657-8619-107c3b568b0a · outbound

This paper cites FantasyPortrait: Enhancing Multi-Character Portrait Animation with Expression-Augmented Diffusion Transformers.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation FantasyPortrait: Enhancing Multi-Character Portrait Animation with Expression-Augmented Diffusion Transformers

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.305512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6b52557-2d14-4cfb-b891-2bb68efe2717 · outbound

This paper cites LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.370416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80c8543-d238-47bf-8d0b-1784c00321a0 · outbound

This paper cites AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animation

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.448579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba10f3d-98d2-4c24-b462-f6044a9b0a36 · outbound

This paper cites Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.520784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8530cdd1-b695-47b5-94a3-5fab04eda6e0 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.609221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f9ffc81-f3b5-44b6-ac6e-972edb7798c0 · outbound

This paper cites Qwen2.5-Omni Technical Report.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Qwen2.5-Omni Technical Report

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.665227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43af8ab7-bd44-421c-a357-a6d73eecc8be · outbound

This paper cites VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.755869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3cbaacd-ad93-4164-8b83-e5420f49213d · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.825977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ba30ac-19bd-4bb8-bf1e-e4c1918d83e7 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.896313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c82bc40-16a3-4a48-a455-cb9784d349b4 · outbound

This paper cites an unresolved cited work.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:49.969098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6ca4ae5-c0a2-4372-8d57-762f13f7b4cf · outbound

This paper cites FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:50.060237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5be60f99-5797-40eb-987f-af585693fe7f · outbound

This paper cites Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T20:06:50.143485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f82804aa-255c-4739-8ea2-fb5ffcf65cec · outbound

This paper cites L.; Dai, Z.; Dong, Z.; Xu, Y.; Cao, X.; Yao, Y.; Zhu, H.; and Zhu, S.

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation L.; Dai, Z.; Dong, Z.; Xu, Y.; Cao, X.; Yao, Y.; Zhu, H.; and Zhu, S

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:06:51.571068Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers