Fake it till You Make it: Reward Modeling as Discriminative Prediction | Paper Citation Record

Observation 20413fab-71dc-4c20-9fcb-9b49587caf7a · outbound

This paper cites https://artlist.io/stock-footage/,.

Fake it till You Make it: Reward Modeling as Discriminative Prediction https://artlist.io/stock-footage/,

Reference 1

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Observation ec50d9ff-c2b5-47ea-9971-f675a7d4753b · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 2

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Observation 9e6802c0-c2d2-414d-8791-6ae837fbd45d · outbound

This paper cites Videocrafter2: Overcoming data limitations for high-quality video diffusion models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Videocrafter2: Overcoming data limitations for high-quality video diffusion models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.569729Z

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Observation 77e5b4c8-2f55-4213-9291-b61e7abdadcc · outbound

This paper cites Directly Fine-Tuning Diffusion Models on Differentiable Rewards.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Directly Fine-Tuning Diffusion Models on Differentiable Rewards

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.576540Z

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Observation 8d41e7a2-5159-4fe6-91a9-d3370d959521 · outbound

This paper cites RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment.

Fake it till You Make it: Reward Modeling as Discriminative Prediction RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.582443Z

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Observation d5c42280-e86b-4061-b713-2bcf3494bb8a · outbound

This paper cites Raft: Reward ranked finetuning for generative foundation model alignment, 2023.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Raft: Reward ranked finetuning for generative foundation model alignment, 2023

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.589181Z

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Observation 33621fbe-ebb6-43a6-a7a6-bd47ca6318c0 · outbound

This paper cites Unified Autoregressive Visual Generation and Understanding with Continuous Tokens.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Unified Autoregressive Visual Generation and Understanding with Continuous Tokens

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.596688Z

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Observation 91b9cc5a-74fc-448c-8a72-3960161cbd4f · outbound

This paper cites Dpok: Reinforcement learning for fine-tuning text-to-image diffusion models.Advances in Neural Information Processing Systems, 36:79858–79885, 2023.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Dpok: Reinforcement learning for fine-tuning text-to-image diffusion models.Advances in Neural Information Processing Systems, 36:79858–79885, 2023

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.604787Z

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Observation 06810d30-f8bb-4baf-a8c5-96bb58b2c623 · outbound

This paper cites An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion.

Fake it till You Make it: Reward Modeling as Discriminative Prediction An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.609617Z

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Observation c01f7731-5b75-4726-aed6-e909c7427171 · outbound

This paper cites Generative adversarial networks.Communications of the ACM, 63(11):139–144, 2020.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Generative adversarial networks.Communications of the ACM, 63(11):139–144, 2020

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.617755Z

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Observation c454e54b-d1bd-49c1-852d-f1b4e5d86501 · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.631422Z

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Observation ffe2e720-7279-41a3-aca9-d66316b083eb · outbound

This paper cites LLMs Meet Multimodal Generation and Editing: A Survey.

Fake it till You Make it: Reward Modeling as Discriminative Prediction LLMs Meet Multimodal Generation and Editing: A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.640876Z

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Observation ef9c6891-d867-486b-8dcf-e868be3cd0dd · outbound

This paper cites Latent Video Diffusion Models for High-Fidelity Long Video Generation.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Latent Video Diffusion Models for High-Fidelity Long Video Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.649009Z

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Observation 44e67f66-399b-4115-a815-46db95fbe076 · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Fake it till You Make it: Reward Modeling as Discriminative Prediction CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.658467Z

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Observation 499b0f8e-cc44-49a1-b6e3-6675b4051efb · outbound

This paper cites Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 15

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Observation 8bfa17b5-b3d3-4204-918d-dc1414bb07bb · outbound

This paper cites Cascaded diffusion models for high fidelity image generation.Journal of Machine Learning Research, 23(47):1–33, 2022.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Cascaded diffusion models for high fidelity image generation.Journal of Machine Learning Research, 23(47):1–33, 2022

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.682644Z

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Observation 8b83ff48-fc22-4d78-a426-6ec696d792cc · outbound

This paper cites Classifier-Free Diffusion Guidance.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Classifier-Free Diffusion Guidance

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.695836Z

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Observation e4de4576-2f99-4966-bac5-f46c8c4e28f3 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Vbench: Comprehensive benchmark suite for video generative models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.703389Z

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Observation 512c2fe0-6d9b-4487-89bd-f77f6397c892 · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advances in Neural Information Processing Systems, 36:36652–36663, 2023.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advances in Neural Information Processing Systems, 36:36652–36663, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.714974Z

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Observation 6b24c9e4-6286-4d10-bcee-98867a56858d · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 20

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Observation 91e21d63-abe0-4248-b166-9019f197ab21 · outbound

This paper cites Aligning Text-to-Image Models using Human Feedback.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Aligning Text-to-Image Models using Human Feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.748361Z

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Observation 3bb4c1d0-18be-41dd-9422-f793e250c9f4 · outbound

This paper cites Rich human feedback for text-to-image generation.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Rich human feedback for text-to-image generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.759453Z

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Observation 5ee3f4d7-01c7-4f6d-a7d5-70ed869f45d7 · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.767912Z

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Observation 1bc5e73f-9acf-4086-898b-6678cb9090f9 · outbound

This paper cites Safetydpo: Scalable safety alignment for text-to-image generation, 2024.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Safetydpo: Scalable safety alignment for text-to-image generation, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:30:44.268984Z

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Observation 7c6031e8-3145-4278-8fd3-74cb45b84fcd · outbound

This paper cites VideoDPO: Omni-Preference Alignment for Video Diffusion Generation.

Fake it till You Make it: Reward Modeling as Discriminative Prediction VideoDPO: Omni-Preference Alignment for Video Diffusion Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.785973Z

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Observation 48343b14-e192-4e52-9086-763dc09b601b · outbound

This paper cites Multimodal pragmatic jailbreak on text-to-image models, 2024.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Multimodal pragmatic jailbreak on text-to-image models, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:30:44.232921Z

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Observation c3a9066b-f0a8-4c49-a581-bc9cf2fc9de7 · outbound

This paper cites Evalcrafter: Benchmarking and evaluating large video generation models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Evalcrafter: Benchmarking and evaluating large video generation models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.815304Z

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Observation bb00c7da-bcd8-4ac2-9c17-ca49ef006556 · outbound

This paper cites Unitok: A unified tokenizer for visual generation and understanding.arXiv preprint arXiv:2502.20321, 2025.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Unitok: A unified tokenizer for visual generation and understanding.arXiv preprint arXiv:2502.20321, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.829981Z

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Observation 9777df92-c093-4e23-9cc5-87854be48d3d · outbound

This paper cites Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.840560Z

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Observation 6b9f5c38-17bd-4f58-bd65-fb5155828610 · outbound

This paper cites I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models

Reference 30

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Observation 0f423950-1882-45d7-8abb-cd0a711f2691 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Fake it till You Make it: Reward Modeling as Discriminative Prediction WebGPT: Browser-assisted question-answering with human feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.860635Z

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Observation 12399105-a2c3-4f0f-b701-9eb16d183e2d · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.875785Z

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Observation 5841276b-027f-4929-94a0-b78162b92d69 · outbound

This paper cites Strengthening multimodal large language model with bootstrapped preference optimization.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Strengthening multimodal large language model with bootstrapped preference optimization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.890883Z

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Observation 4c6cd148-664b-4450-a78c-2df5df412f4a · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.914031Z

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Observation bce60e70-b049-4018-b188-1f249bb33470 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Direct preference optimization: Your language model is secretly a reward model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.933907Z

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Observation 3fe2089a-88b8-4143-b046-b4f2c2b2c76a · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 36

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Observation 22d46e6a-022c-45c2-b958-2ac1c370b7a5 · outbound

This paper cites High- resolution image synthesis with latent diffusion models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction High- resolution image synthesis with latent diffusion models

Reference 37

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Observation 6a2db9c5-4655-4af1-8a23-072f3b67cc63 · outbound

This paper cites Image super-resolution via iterative refinement.IEEE transactions on pattern analysis and machine intelligence, 45(4):4713–4726, 2022.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Image super-resolution via iterative refinement.IEEE transactions on pattern analysis and machine intelligence, 45(4):4713–4726, 2022

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.956835Z

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Observation d5793423-9f43-4ed4-8209-3664a944ce35 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Proximal Policy Optimization Algorithms

Reference 39

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Observation ac1868c7-14d1-4db7-9002-330742ff246d · outbound

This paper cites A General Framework for Inference-time Scaling and Steering of Diffusion Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction A General Framework for Inference-time Scaling and Steering of Diffusion Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.972027Z

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Observation 02d842b0-5173-402b-ba6f-d74692f07d9c · outbound

This paper cites Deep unsuper- vised learning using nonequilibrium thermodynamics.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Deep unsuper- vised learning using nonequilibrium thermodynamics

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.980877Z

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Observation ab857120-8652-453d-aae5-600ec1359548 · outbound

This paper cites Denoising Diffusion Implicit Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Denoising Diffusion Implicit Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:41.996389Z

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Observation 05f11f8c-7915-48dc-aa48-e46885fbd4a9 · outbound

This paper cites Journeydb: A benchmark for generative image understanding, 2023.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Journeydb: A benchmark for generative image understanding, 2023

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:30:43.968749Z

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Observation 5b38659c-ae00-4699-9671-49fed70fb577 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.020725Z

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Observation fc86cd10-143e-4bb9-83a3-2de6f8ea16a9 · outbound

This paper cites Towards accurate generative models of video: A new metric and challenges, 2019.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Towards accurate generative models of video: A new metric and challenges, 2019

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:30:43.934031Z

Source-reported events for the cited work

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Observation adc4dc03-f508-400d-9a07-7f0fc015b248 · outbound

This paper cites Diffusion model alignment using direct preference optimization.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Diffusion model alignment using direct preference optimization

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.051728Z

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Observation d0fb532b-e866-493b-b3ee-1f8e9e780458 · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction Wan: Open and Advanced Large-Scale Video Generative Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.068201Z

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Observation 032d4e25-1e66-414b-a28f-84a54565cee8 · outbound

This paper cites VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.088490Z

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Observation 2a27074b-2994-4a4c-a2fd-60636dec451c · outbound

This paper cites InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation.

Fake it till You Make it: Reward Modeling as Discriminative Prediction InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.096528Z

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Observation 3e847fa2-3662-40b9-96ac-22fd8619043d · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.119893Z

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Observation 98c63fd1-d44f-4978-90c2-e189e74f7575 · outbound

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

Fake it till You Make it: Reward Modeling as Discriminative Prediction VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.130282Z

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Observation fb9a109b-59e6-4634-84d4-bedf514edf8b · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Imagereward: Learning and evaluating human preferences for text-to-image generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.145782Z

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Observation cb302e3c-57e3-4c40-b7dc-e25cf8b0779c · outbound

This paper cites Using human feedback to fine-tune diffusion models without any reward model.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Using human feedback to fine-tune diffusion models without any reward model

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.153774Z

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Observation 0cd7a784-37da-4ef3-939b-4029bb348422 · outbound

This paper cites Denoising Diffusion Step-aware Models.

Fake it till You Make it: Reward Modeling as Discriminative Prediction Denoising Diffusion Step-aware Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.168136Z

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Observation 34e8547d-1ba2-4324-b023-767b55214d38 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

Fake it till You Make it: Reward Modeling as Discriminative Prediction CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:42.179645Z

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Observation 8e908471-7375-49c9-bde7-a2c49197e391 · outbound

This paper cites The unreason- able effectiveness of deep features as a perceptual metric.

Fake it till You Make it: Reward Modeling as Discriminative Prediction The unreason- able effectiveness of deep features as a perceptual metric

Reference 56

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Fake it till You Make it: Reward Modeling as Discriminative Prediction Fine-Tuning Language Models from Human Preferences

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