Paper Citation Record · LEDGER

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation

As of 15 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 3 inbound Pith citation observations for arXiv:2602.12155.

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

pith.paper-citation-record.v1
2602.12155 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:59:17.993681Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:38:02.427407Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T01:37:30.404151Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a0b4121d-4ba3-494b-93fd-44031dafec3f · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.320139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86223844-178b-4219-962d-5a12096217af · outbound

This paper cites Emu: Enhancing Image Generation Models Using Photogenic Needles in a Haystack.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Emu: Enhancing Image Generation Models Using Photogenic Needles in a Haystack

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.788036Z

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Observation 274bffed-081c-426a-b544-abf5f793c6a0 · outbound

This paper cites Learning Robust Rewards with Adversarial Inverse Reinforcement Learning.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Learning Robust Rewards with Adversarial Inverse Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.978878Z

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Observation 4a78692d-2783-4952-afa1-acbe16800b3f · outbound

This paper cites X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:14.132457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb9e4bf9-2c61-4835-8079-70bdef6dd9ca · outbound

This paper cites an unresolved cited work.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Unresolved cited work

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-08-02T23:59:17.862417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eb4d2eb-7ccc-42e0-8226-b093c5bc099c · outbound

This paper cites Discriminator-Actor-Critic: Addressing Sample Inefficiency and Reward Bias in Adversarial Imitation Learning.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Discriminator-Actor-Critic: Addressing Sample Inefficiency and Reward Bias in Adversarial Imitation Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:14.512941Z

Source-reported events for the cited work

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Observation 94d76a06-1e3d-4784-acdf-3d4c5bdff26f · outbound

This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:14.925936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f78ed658-46cc-4566-baf4-fed0239a4fe0 · outbound

This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.072317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a656026-517d-4ef3-bef0-4c6615b48164 · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Flow-GRPO: Training Flow Matching Models via Online RL

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.386262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f369ea5-f9c5-42c8-81cc-693911905620 · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.544483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d98f1354-21d8-462d-9250-32d032ece66a · outbound

This paper cites Decoupled Weight Decay Regularization.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Decoupled Weight Decay Regularization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.697284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71aaac17-d079-4327-a4b9-f971fe9f3c99 · outbound

This paper cites HPSv3: Towards Wide-Spectrum Human Preference Score.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation HPSv3: Towards Wide-Spectrum Human Preference Score

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.904880Z

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Unavailable: canonical work link unavailable.

Observation 6110491d-3f52-421b-9f2f-7a52c6b18727 · outbound

This paper cites Flow Matching Policy Gradients.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Flow Matching Policy Gradients

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.138832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 182e82a6-cc07-40ed-b41c-2131866326e9 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation DINOv2: Learning Robust Visual Features without Supervision

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.234675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01f2ff38-0fa1-4bb2-b121-ba6cb451f60d · outbound

This paper cites Hybrid Inverse Reinforcement Learning.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Hybrid Inverse Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.415376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06747a69-9d39-4bbc-ba0d-282da1218ef5 · outbound

This paper cites Proximal Policy Optimization Algorithms.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Proximal Policy Optimization Algorithms

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.749269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3226be7c-d242-46f4-a027-d3641c51b797 · outbound

This paper cites Directly Aligning the Full Diffusion Trajectory with Fine-Grained Human Preference.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Directly Aligning the Full Diffusion Trajectory with Fine-Grained Human Preference

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.056636Z

Source-reported events for the cited work

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Observation e2167caf-095e-4f7b-bd71-915bfd384348 · outbound

This paper cites DINOv3.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation DINOv3

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.124942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e4d725a-ed8e-4c67-bb7f-4566a1961c45 · outbound

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

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.243926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c032f16a-a040-4fb4-9c40-c4286e83d5b1 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Emu3: Next-Token Prediction is All You Need

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.317623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5081e440-d5f6-4bc2-a884-09bb00c77df0 · outbound

This paper cites Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.428586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b258675a-e4d7-4741-b290-ba436f8b0f16 · outbound

This paper cites Qwen-Image Technical Report.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Qwen-Image Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.509783Z

Source-reported events for the cited work

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Observation 2ecd5d4b-1a6c-4aef-bc49-b849fb441aa4 · outbound

This paper cites Tackling the Generative Learning Trilemma with Denoising Diffusion GANs.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Tackling the Generative Learning Trilemma with Denoising Diffusion GANs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.581662Z

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Unavailable: canonical work link unavailable.

Observation 17ec8c89-3e9b-4634-bb62-eab347019ae5 · outbound

This paper cites Ad- vantage weighted matching: Aligning rl with pretraining in diffusion models.arXiv preprint arXiv:2509.25050, 2025a.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Ad- vantage weighted matching: Aligning rl with pretraining in diffusion models.arXiv preprint arXiv:2509.25050, 2025a

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.668474Z

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Unavailable: canonical work link unavailable.

Observation b17a2fa9-7b02-4132-993c-2e367cc34ae2 · outbound

This paper cites Therefore, we approximate the log-probability of a samplexunder policyπ θ as: logπθ(x)≈ −LCF M(θ, x) +C.(7) A.2.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Therefore, we approximate the log-probability of a samplexunder policyπ θ as: logπθ(x)≈ −LCF M(θ, x) +C.(7) A.2

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.762900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b73786-1c01-4bf2-8203-4840b05c20f1 · outbound

This paper cites For inference, we generate 4 images per prompt for UniGen and DPG, and 1 image per prompt for Alchemist.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation For inference, we generate 4 images per prompt for UniGen and DPG, and 1 image per prompt for Alchemist

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.930672Z

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Unavailable: canonical work link unavailable.

Observation 38ded7db-07c0-4538-a564-121e087e3c5e · outbound

This paper cites Subsequently, from step 100 to 400, the optimization shifts focus to refining low-level details, resulting in significant improvements in text rendering and fine-grained textures.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Subsequently, from step 100 to 400, the optimization shifts focus to refining low-level details, resulting in significant improvements in text rendering and fine-grained textures

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.993681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed0c257-6fec-4467-b33e-a268a69c9105 · outbound

This paper cites Qwen3-VL Technical Report.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Qwen3-VL Technical Report

Reference 2004

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:12.875366Z

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Observation 5593e5a7-9ffa-46d9-bb08-b66bd3f16928 · outbound

This paper cites Fast high-resolution image synthe- sis with latent adversarial diffusion distillation.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Fast high-resolution image synthe- sis with latent adversarial diffusion distillation

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.572031Z

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Observation 856a6ee4-ac84-43be-9b18-dd5e22efcbe7 · outbound

This paper cites Flow Matching for Generative Modeling.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Flow Matching for Generative Modeling

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:15.214194Z

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Observation d96873e6-8d3a-4d72-965d-fbccdbc9e5f0 · outbound

This paper cites Classifier-Free Diffusion Guidance.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Classifier-Free Diffusion Guidance

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:14.302528Z

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Observation 521b2c4b-8a75-44fc-9bbf-d7e9050b8194 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:16.887647Z

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Observation 2dbf4cb5-45fe-4559-b77f-46e77d2443e0 · outbound

This paper cites Alchemist: Turning public text-to-image data into generative gold.arXiv preprint arXiv:2505.19297,.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Alchemist: Turning public text-to-image data into generative gold.arXiv preprint arXiv:2505.19297,

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:17.174609Z

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Unavailable: canonical work link unavailable.

Observation 58864310-b306-4983-b100-3a323443aa4b · outbound

This paper cites A Large-Scale Study on Regularization and Normalization in GANs.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation A Large-Scale Study on Regularization and Normalization in GANs

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:14.697410Z

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Observation fd15ab86-c4cc-4ca0-a4f3-28920028d1b0 · outbound

This paper cites Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.166878Z

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Observation fe582972-1d29-471a-a6a1-684d1920a535 · outbound

This paper cites Training Diffusion Models with Reinforcement Learning.

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Training Diffusion Models with Reinforcement Learning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.011493Z

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Observation ce9abb3d-6204-471d-97b7-4969ea6631f0 · outbound

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

FAIL: Flow Matching Adversarial Imitation Learning for Image Generation Directly Fine-Tuning Diffusion Models on Differentiable Rewards

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T23:59:13.557517Z

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Pith citing papers

Observation d28d6489-dbe1-4a67-a3b1-d5ceb1e74a9e · inbound

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges cites this paper.

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges FAIL: Flow Matching Adversarial Imitation Learning for Image Generation

Reference 174

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:17:27.371081Z

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 df89d157-c801-4394-b017-29a36d388137 · inbound

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization cites this paper.

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization FAIL: Flow Matching Adversarial Imitation Learning for Image Generation

Reference 286

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T01:37:30.405440Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dc0c84c3-4acb-4a32-8d6f-2d329ef53ada · inbound

AnyBand: Unified Multi-Bandwidth Speech Extension via Frequency-Aware In-Context Spectral Infilling cites this paper.

AnyBand: Unified Multi-Bandwidth Speech Extension via Frequency-Aware In-Context Spectral Infilling FAIL: Flow Matching Adversarial Imitation Learning for Image Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T00:38:02.427407Z

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