Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T19:37:18.563704Z
Paper Citation Record · LEDGER
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2605.15980.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T02:55:58.018234Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T03:05:55.293895Z
Reference resolution
47 of 47 outbound references displayed
- verified exact22
- verified fuzzy23
- unresolved1
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e6f3b5f5-10ca-466f-8efa-e41a6b9696f9 · outbound
This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.973874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14037b29-ee64-4278-bd60-80b808d7cb04 · outbound
This paper cites Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.279187Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d2722a7b-4034-4218-9495-9a73b94f50cd · outbound
This paper cites Seedance 1.0: Exploring the Boundaries of Video Generation Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Seedance 1.0: Exploring the Boundaries of Video Generation Models
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.977095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 352b23a7-b5db-4e71-9ddd-108c87290dcf · outbound
This paper cites G$^2$RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization G$^2$RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T19:45:00.970934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4bb021cc-28e2-41b1-88cd-642595c8f8dd · outbound
This paper cites TempFlow-GRPO: When Timing Matters for GRPO in Flow Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization TempFlow-GRPO: When Timing Matters for GRPO in Flow Models
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.962486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 016c2509-e1cc-4e4d-9319-084a99bd7595 · outbound
This paper cites Video diffusion models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Video diffusion models
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.315495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ee670813-72be-41d7-a8cc-4998ad104030 · outbound
This paper cites CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.974968Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 650d9d02-0da7-405b-8e25-2927763bc42b · outbound
This paper cites Vbench: Comprehensive benchmark suite for video generative models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Vbench: Comprehensive benchmark suite for video generative models
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.327580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6b192bb3-7710-4ffa-bc4c-01c89f530467 · outbound
This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization HunyuanVideo: A Systematic Framework For Large Video Generative Models
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.961673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 259a83e7-0d0f-463e-b509-7b90addd84c1 · outbound
This paper cites Kling ai.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Kling ai
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.281087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a05b6ca9-d166-4486-bcb5-78a9f618a840 · outbound
This paper cites MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.963959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 765d367e-d22d-4558-bb5d-d9b69f74431f · outbound
This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Flow-GRPO: Training Flow Matching Models via Online RL
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.968023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a70b50d6-575e-44f1-8ec2-f13bcd162586 · outbound
This paper cites Improving Video Generation with Human Feedback.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Improving Video Generation with Human Feedback
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.010191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8438b87e-3c86-4d9d-bad6-ef6a6e46ba18 · outbound
This paper cites Latte: Latent Diffusion Transformer for Video Generation.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Latte: Latent Diffusion Transformer for Video Generation
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.012531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d9e778d-2209-4eb3-957e-13a6fb94bbb5 · outbound
This paper cites Hpsv3: Towards wide-spectrum human preference score.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Hpsv3: Towards wide-spectrum human preference score
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.309584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dd5d4e9b-b005-4fed-942c-e179e04ad47f · outbound
This paper cites Scalable diffusion models with transformers.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Scalable diffusion models with transformers
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.319444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 660afe54-7ff5-4870-b59b-c866479abfd3 · outbound
This paper cites Direct preference optimization: Your language model is secretly a reward model.Advancesin neural information processing systems, 36:53728–53741.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Direct preference optimization: Your language model is secretly a reward model.Advancesin neural information processing systems, 36:53728–53741
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.317517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d969f47d-a8b0-4b48-8fbd-b3e0590fd3ce · outbound
This paper cites High-resolution image synthesis with latent diffusion models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization High-resolution image synthesis with latent diffusion models
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.303447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f227aa74-9fc9-4656-bb7d-4372a2188cfa · outbound
This paper cites an unresolved cited work.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-07-07T23:44:22.323381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 20af7693-1868-4234-8aac-4f58af6139f1 · outbound
This paper cites Proximal Policy Optimization Algorithms.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Proximal Policy Optimization Algorithms
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.999852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d486d6a-4d62-4411-b4e6-62f025f8b780 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.007401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 195b694f-20db-4a08-bf25-88ad6e75e18e · outbound
This paper cites Denoising Diffusion Implicit Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Denoising Diffusion Implicit Models
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.007902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f90b3c48-bead-4ef4-b533-06173fe2196a · outbound
This paper cites Generative modeling by estimating gradients of the data distribution.Advances in neural information processing systems, 32.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Generative modeling by estimating gradients of the data distribution.Advances in neural information processing systems, 32
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.301487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 29c0a42b-83fb-4158-b6ab-5fcb39b32545 · outbound
This paper cites Longcat-video technical report.arXiv preprint arXiv:2510.22200.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Longcat-video technical report.arXiv preprint arXiv:2510.22200
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T19:45:01.014584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4335b79f-d33f-41f7-82b7-546c41e35a2b · outbound
This paper cites HunyuanVideo 1.5 Technical Report.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization HunyuanVideo 1.5 Technical Report
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.993154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b2a3896a-ae1e-4885-adad-bbdf3d1de79f · outbound
This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Wan: Open and Advanced Large-Scale Video Generative Models
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.995520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5fef6b16-4614-433d-a888-cef2a4b593a6 · outbound
This paper cites Coefficients-preserving sampling for reinforcement learning with flow matching.arXiv preprint arXiv:2509.05952.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Coefficients-preserving sampling for reinforcement learning with flow matching.arXiv preprint arXiv:2509.05952
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T19:45:00.996601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f7537858-7c60-4eee-af37-3962489f288e · outbound
This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization DanceGRPO: Unleashing GRPO on Visual Generation
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.009894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce6a48b0-8bdc-4e17-9924-8711f5417c9d · outbound
This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.990136Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 06b02448-9c53-4063-a3a1-2c7b405156ac · outbound
This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:01.012124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d45e93b5-daa1-46c5-8d0b-3e8ee1a723f2 · outbound
This paper cites Geometric-mean policy optimization.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Geometric-mean policy optimization
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T19:45:00.993830Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 42cbb46b-ef69-420f-8404-d594925381bd · outbound
This paper cites Group Sequence Policy Optimization.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Group Sequence Policy Optimization
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:45:00.997693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 80c4e13a-301b-495f-9531-eda82256bb3e · outbound
This paper cites The train is painted in faded red and black colors, with steam billowing out from its chimney.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The train is painted in faded red and black colors, with steam billowing out from its chimney
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.305497Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation daf949f4-2192-4f82-ae32-a52f91c25976 · outbound
This paper cites Tony Stark, wearing his iconic red, gold, and black armor, pilots the Iron Man suit effortlessly.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization Tony Stark, wearing his iconic red, gold, and black armor, pilots the Iron Man suit effortlessly
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.321495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 329ffbad-bcb4-49ba-9583-de1e839e2b57 · outbound
This paper cites The kitten’s fur is a mix of soft gray and creamy white, with occasional specks of black.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The kitten’s fur is a mix of soft gray and creamy white, with occasional specks of black
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.297307Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e20185c-e7ae-42c2-a287-886c7a099ad3 · outbound
This paper cites The person has tousled brown hair and expressive blue eyes, their posture confident and relaxed as they hold the reins with steady hands.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The person has tousled brown hair and expressive blue eyes, their posture confident and relaxed as they hold the reins with steady hands
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.299368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2585f0fa-5394-4b42-8963-d03406f33726 · outbound
This paper cites The pandas have expressive faces, one looking thoughtful with a raised eyebrow, the other with a curious look.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The pandas have expressive faces, one looking thoughtful with a raised eyebrow, the other with a curious look
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.307579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1a1401d7-c9e6-4735-8f52-edabbd7e4a1d · outbound
This paper cites The cow has soft, curly horns and a friendly expression, while the elephant has wrinkled skin and large, wise eyes.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The cow has soft, curly horns and a friendly expression, while the elephant has wrinkled skin and large, wise eyes
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.311656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44dc5bb1-7b01-4fab-865a-0d008b8025e6 · outbound
This paper cites The cliff face is weathered and rocky, with moss and wildflowers clinging to its crags.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The cliff face is weathered and rocky, with moss and wildflowers clinging to its crags
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.313659Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2e40635c-2756-45ee-8087-d74ad0f6f49a · outbound
This paper cites The person has short messy brown hair and expressive eyes, wearing a white tank top and jeans.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The person has short messy brown hair and expressive eyes, wearing a white tank top and jeans
Reference 40
- Resolution
- malformed identifier
- raw_fallback, observed 2026-07-07T23:44:22.291173Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d23314ec-109e-4fec-a1c4-e9f48e784837 · outbound
This paper cites The spoon rests on a small wooden stand with a smooth, polished surface.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The spoon rests on a small wooden stand with a smooth, polished surface
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.293246Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 49bae4ea-42e2-4a5b-b13f-9df15ca102d6 · outbound
This paper cites The bird has iridescent feathers with hints of purple and green, large wings spread wide, and sharp talons.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The bird has iridescent feathers with hints of purple and green, large wings spread wide, and sharp talons
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.325419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1aba63d-939d-4197-b681-08c942aae46d · outbound
This paper cites The boat is a wooden sailboat with a white hull and black sails, reflecting the sunlight gently.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The boat is a wooden sailboat with a white hull and black sails, reflecting the sunlight gently
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.285151Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 140c1906-5211-4527-b05f-3b63d7126891 · outbound
This paper cites The zebra has distinctive black and white stripes, while the giraffe boasts a long neck and spotted coat.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The zebra has distinctive black and white stripes, while the giraffe boasts a long neck and spotted coat
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.287128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e14b552-5595-4e4f-ba52-05e25abafeae · outbound
This paper cites The cat has sleek fur, expressive green eyes, and a fluffy tail that wags excitedly as it bounds forward.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The cat has sleek fur, expressive green eyes, and a fluffy tail that wags excitedly as it bounds forward
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.289131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f04a124b-0dd2-4006-ba09-145fa304d8ed · outbound
This paper cites The dog has a shiny coat, expressive brown eyes, and floppy ears.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The dog has a shiny coat, expressive brown eyes, and floppy ears
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.295280Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9b7e64a4-6532-4625-b93c-cccdd8f575a7 · outbound
This paper cites The knife is held in one hand, the fingers wrapped tightly around the handle.
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization The knife is held in one hand, the fingers wrapped tightly around the handle
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T23:44:22.283088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
Observation 81e1d7e4-80b8-425c-88b0-5c90c330cae9 · inbound
Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence cites this paper.
Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T03:05:55.295529Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.