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

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

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This paper cites G.; Guo, Z.

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

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

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

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Reference 13

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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

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

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

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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

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Reference 19

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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

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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

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

Reference 24

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

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

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

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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

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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

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

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

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

Reference 36

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

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

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

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

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

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

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

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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

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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

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

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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

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

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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

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

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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

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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

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

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

Reference 61

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

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

Reference 62

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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

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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

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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

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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

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