Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation | Paper Citation Record

Observation 569ee3a7-2bf9-46e0-b837-c33b7b552229 · outbound

This paper cites Consistency-diversity-realism Pareto fronts of conditional image generative models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Consistency-diversity-realism Pareto fronts of conditional image generative models

Reference 1

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Observation 7d26e924-7fdd-4fd7-946e-d04ebfb37e24 · outbound

This paper cites The best of N worlds: Aligning reinforcement learning with best-of-N sampling via max@k optimisation.arXiv preprint arXiv:2510.23393, 2025.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation The best of N worlds: Aligning reinforcement learning with best-of-N sampling via max@k optimisation.arXiv preprint arXiv:2510.23393, 2025

Reference 2

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This paper cites Vector Policy Optimization: Training for Diversity Improves Test-Time Search.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Vector Policy Optimization: Training for Diversity Improves Test-Time Search

Reference 3

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This paper cites Qwen2.5-VL Technical Report.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Qwen2.5-VL Technical Report

Reference 4

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Observation badcd5a8-bc19-48dd-9688-7b7344c73393 · outbound

This paper cites Easily accessible text-to-image generation amplifies demographic stereotypes at large scale.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Easily accessible text-to-image generation amplifies demographic stereotypes at large scale

Reference 5

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This paper cites Training diffusion models with reinforcement learning.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Training diffusion models with reinforcement learning

Reference 6

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Observation 0c20ee32-9ca1-490f-8f1b-0322f29db8f7 · outbound

This paper cites SEGA: Instructing text-to-image models using semantic guidance.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation SEGA: Instructing text-to-image models using semantic guidance

Reference 7

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Observation 3cbf7845-bfda-463a-9ac2-a873e4e1218e · outbound

This paper cites HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing

Reference 8

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Observation eed9be49-730e-4f4f-8e26-a1da0f51c7d8 · outbound

This paper cites TIBET: Identifying and evaluating biases in text-to-image generative models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation TIBET: Identifying and evaluating biases in text-to-image generative models

Reference 9

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Observation fd0cc5f1-d2aa-4b60-a01b-b2eb0b9f9444 · outbound

This paper cites Inference-aware fine-tuning for best-of-n sampling in large language models.arXiv preprint arXiv:2412.15287, 2024.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Inference-aware fine-tuning for best-of-n sampling in large language models.arXiv preprint arXiv:2412.15287, 2024

Reference 10

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Observation c7165b64-9106-4070-9251-e8a30c3b829e · outbound

This paper cites Debiasing Vision-Language Models via Biased Prompts.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Debiasing Vision-Language Models via Biased Prompts

Reference 11

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Observation 38b569cd-0078-44c2-a6e6-4a6d8abe8474 · outbound

This paper cites OpenBias: Open-set bias detection in text-to-image generative models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation OpenBias: Open-set bias detection in text-to-image generative models

Reference 12

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Observation 90c5914b-b939-4393-bd7c-e4b684633e51 · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Scaling rectified flow transformers for high-resolution image synthesis

Reference 13

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Observation ddb27611-5b72-4a2b-bac2-897d4009c88d · outbound

This paper cites DPOK: Reinforcement learning for fine-tuning text-to-image diffusion models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation DPOK: Reinforcement learning for fine-tuning text-to-image diffusion models

Reference 14

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Observation 3c9651ac-24b0-4253-bc3a-94c29f1f306b · outbound

This paper cites Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

Reference 15

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Observation da91c3c7-2659-4af8-91f4-b6c97dc0cf8b · outbound

This paper cites FairImagen: Post- processing for bias mitigation in text-to-image models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation FairImagen: Post- processing for bias mitigation in text-to-image models

Reference 16

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Observation f7b880c9-7001-4b37-bcca-39b6c3193b86 · outbound

This paper cites Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback

Reference 17

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Observation 3149b138-104b-4a52-b9f1-cbb0718bc99b · outbound

This paper cites Unified concept editing in diffusion models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Unified concept editing in diffusion models

Reference 18

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Observation f00ee3cd-ecd5-47ae-b844-71a294de6562 · outbound

This paper cites Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning

Reference 19

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Observation 020db60b-35ba-45bd-9967-7daf77b9f646 · outbound

This paper cites Polychromic objectives for reinforcement learning.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Polychromic objectives for reinforcement learning

Reference 20

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Observation 5aa290b9-9b70-42dd-8d0d-7e8220f21cef · outbound

This paper cites TempFlow-GRPO: When Timing Matters for GRPO in Flow Models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation TempFlow-GRPO: When Timing Matters for GRPO in Flow Models

Reference 21

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Observation 49fafe22-6b62-49ed-a2cc-2da025729424 · outbound

This paper cites Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Debiasing Diffusion Model: Enhancing Fairness through Latent Representation Learning in Stable Diffusion Model

Reference 22

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Observation 1e78e774-80aa-4405-836c-8059598e90bd · outbound

This paper cites FairGen: Enhancing fairness in text-to-image diffusion models via self-discovering latent directions.arXiv preprint arXiv:2412.18810, 2024.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation FairGen: Enhancing fairness in text-to-image diffusion models via self-discovering latent directions.arXiv preprint arXiv:2412.18810, 2024

Reference 23

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Observation 78838bea-cd1e-4f7d-aa32-9eb7400ea55b · outbound

This paper cites FairFace: Face attribute dataset for balanced race, gender, and age for bias measurement and mitigation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation FairFace: Face attribute dataset for balanced race, gender, and age for bias measurement and mitigation

Reference 24

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Observation 1b98a6db-d775-4a7b-b363-37f8757dd418 · outbound

This paper cites Rethinking training for de-biasing text-to-image generation: Unlocking the potential of stable diffusion.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Rethinking training for de-biasing text-to-image generation: Unlocking the potential of stable diffusion

Reference 25

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Observation ecae609f-eeff-4e44-98df-fb10d3eaec18 · outbound

This paper cites Pick-a-Pic: An open dataset of user preferences for text-to-image generation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Pick-a-Pic: An open dataset of user preferences for text-to-image generation

Reference 26

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Observation 95189d68-7248-40db-8a92-200f1f05fc54 · outbound

This paper cites Emergence of exploration in policy gradient reinforcement learning via resetting.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Emergence of exploration in policy gradient reinforcement learning via resetting

Reference 27

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Observation 5e72bcb7-1640-4ad8-a53a-87498f3da14f · outbound

This paper cites Improved precision and recall metric for assessing generative models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Improved precision and recall metric for assessing generative models

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Observation 1ab7d50b-32f1-4b0f-8792-8d377c397003 · outbound

This paper cites Holistic evaluation of text-to-image models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Holistic evaluation of text-to-image models

Reference 29

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Observation d410701a-f8da-4728-aa45-a184037b381a · outbound

This paper cites SetPO: Set-level policy optimization for diversity-preserving LLM reasoning.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation SetPO: Set-level policy optimization for diversity-preserving LLM reasoning

Reference 30

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Observation 4b7add92-3928-48b7-890d-161f66c19520 · outbound

This paper cites Fair text-to-image diffusion via fair mapping.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Fair text-to-image diffusion via fair mapping

Reference 31

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Observation a964ee23-6e0a-4e5b-be4b-63a9f1fa8859 · outbound

This paper cites DiverseGRPO: Mitigating mode collapse in image generation via diversity-aware GRPO.arXiv preprint arXiv:2512.21514, 2025.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation DiverseGRPO: Mitigating mode collapse in image generation via diversity-aware GRPO.arXiv preprint arXiv:2512.21514, 2025

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Observation 8b575eda-5613-4e9b-9eb6-c45d16613aca · outbound

This paper cites Flow-GRPO: Training flow matching models via online RL.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Flow-GRPO: Training flow matching models via online RL

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Observation c4d889dd-e52b-4b4e-82db-d6bc56dbf0f7 · outbound

This paper cites Improving video generation with human feedback.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Improving video generation with human feedback

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This paper cites Beyond the Dirac Delta: Mitigating diversity collapse in reinforcement fine-tuning for versatile image generation.arXiv preprint arXiv:2601.12401, 2026.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Beyond the Dirac Delta: Mitigating diversity collapse in reinforcement fine-tuning for versatile image generation.arXiv preprint arXiv:2601.12401, 2026

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Observation 8c8ec63c-b297-425d-a09e-59593ac35a11 · outbound

This paper cites Stable bias: Evaluating societal representations in diffusion models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Stable bias: Evaluating societal representations in diffusion models

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Observation 5628b4ff-29c0-46f2-a9ea-7e830cefaa8b · outbound

This paper cites Training diffusion models towards diverse image generation with reinforcement learning.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Training diffusion models towards diverse image generation with reinforcement learning

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Observation 956c240d-ac93-40ca-9bfb-6c9d3bcb2811 · outbound

This paper cites Reliable fidelity and diversity metrics for generative models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Reliable fidelity and diversity metrics for generative models

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This paper cites Retry Policy Gradients in Continuous Action Spaces.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Retry Policy Gradients in Continuous Action Spaces

Reference 39

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This paper cites Emergence of Exploration in Policy Gradient Reinforcement Learning via Retrying.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Emergence of Exploration in Policy Gradient Reinforcement Learning via Retrying

Reference 40

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This paper cites Diversity-aware max@k optimization for improving best-of-N performance in image generation with diffusion models (in Japanese).

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Diversity-aware max@k optimization for improving best-of-N performance in image generation with diffusion models (in Japanese)

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Observation bd6a6272-880d-4332-a414-dc436b678a0d · outbound

This paper cites Inference-time text-to-video alignment with diffusion latent beam search.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Inference-time text-to-video alignment with diffusion latent beam search

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This paper cites MultiBanana: A challenging benchmark for multi-reference text-to-image generation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation MultiBanana: A challenging benchmark for multi-reference text-to-image generation

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Observation 5596e674-6524-4b44-8d7b-15cc3fd2caea · outbound

This paper cites Balancing act: Distribution-guided debiasing in diffusion models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Balancing act: Distribution-guided debiasing in diffusion models

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Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation

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This paper cites Escaping the mode: Multi-answer reinforcement learning in LMs.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Escaping the mode: Multi-answer reinforcement learning in LMs

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This paper cites From scale to speed: Adaptive test-time scaling for image editing.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation From scale to speed: Adaptive test-time scaling for image editing

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Observation 29f0f96d-26a1-4413-840b-acc6c83eb4ff · outbound

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

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Learning transferable visual models from natural language supervision

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

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation High-resolution image synthesis with latent diffusion models

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Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Unresolved cited work

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Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Unresolved cited work

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Observation f4a61204-a395-43f6-9f89-da15f0ea4b5f · outbound

This paper cites LAION-5B: An open large-scale dataset for training next generation image-text models.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation LAION-5B: An open large-scale dataset for training next generation image-text models

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Observation 16d91b2e-c927-4d36-8ddc-dc6809a22eff · outbound

This paper cites Finetuning text-to-image diffusion models for fairness.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Finetuning text-to-image diffusion models for fairness

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Observation d3a013a1-75d5-4f88-a672-5f78cae46762 · outbound

This paper cites On Advantage Estimates for Max@K Policy Gradients.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation On Advantage Estimates for Max@K Policy Gradients

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Observation 90ddcec2-26b5-47db-b4da-ea82bb118978 · outbound

This paper cites Finite-Time Regret Analysis of Retry-Aware Bandits.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Finite-Time Regret Analysis of Retry-Aware Bandits

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Observation 18167a3c-1c8f-4e50-9ed5-81008fded9d4 · outbound

This paper cites Beyond the prompt: Gender bias in text-to-image models, with a case study on hospital professions.arXiv preprint arXiv:2510.00045, 2025.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Beyond the prompt: Gender bias in text-to-image models, with a case study on hospital professions.arXiv preprint arXiv:2510.00045, 2025

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Observation 1a402d90-111e-4717-95c6-8f29f4a440f4 · outbound

This paper cites Pass@K Policy Optimization: Solving Harder Reinforcement Learning Problems.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Pass@K Policy Optimization: Solving Harder Reinforcement Learning Problems

Reference 57

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Observation 39af284b-761a-4af8-84d1-f12370095706 · outbound

This paper cites Diffusion model alignment using direct preference optimization.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation Diffusion model alignment using direct preference optimization

Reference 58

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Observation 99a15030-df7d-4c09-b32d-139e4a24111f · outbound

This paper cites RewardDance: Reward Scaling in Visual Generation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation RewardDance: Reward Scaling in Visual Generation

Reference 59

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Observation e68a2686-f2c6-4ee4-b14c-b9d9d13acff1 · outbound

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

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation ImageReward: Learning and evaluating human preferences for text-to-image generation

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.597785Z

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Observation 7a91fd58-a628-4ebf-ba52-da95886e125f · outbound

This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation DanceGRPO: Unleashing GRPO on Visual Generation

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.600146Z

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Observation 1391ca56-142d-400f-a972-89dd5b4d7b44 · outbound

This paper cites ITI-GEN: Inclusive text-to-image generation.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation ITI-GEN: Inclusive text-to-image generation

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.602630Z

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Observation 08f4c5d8-6bb3-4181-94f6-4d654eb75c57 · outbound

This paper cites a photo of the face of a person.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation a photo of the face of a person

Reference 63

Resolution: malformed identifier; no resolver link, observed 2026-08-02T00:41:12.605274Z

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