Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 49 inbound Pith citation observations for arXiv:2505.15781.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T22:56:05.212046Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
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Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model dKV-Cache: The Cache for Diffusion Language Models
Reference 14
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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f8941ab3-2b1b-4ce5-a71c-4434fa74b735 · inbound
Diffusion Language Models Know the Answer Before Decoding dKV-Cache: The Cache for Diffusion Language Models
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 713aadc2-9b0a-4e00-9321-87bea02c3a44 · inbound
Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5164ca18-0a62-4bca-95d6-e41445003700 · inbound
Inpainting-Guided Policy Optimization for Diffusion Large Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ada3d51b-d88f-4f0c-9efb-4ee388a51dee · inbound
FG-Attn: Leveraging Fine-Grained Sparse Attention in Video Diffusion Models dKV-Cache: The Cache for Diffusion Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c195442-0851-4953-9a58-2faf33441f1d · inbound
Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs dKV-Cache: The Cache for Diffusion Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20102168-ea77-4daf-aa1d-3256cd232747 · inbound
Simple Policy Gradients for Reasoning with Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 331f9718-0159-4aa8-862a-5a2cbbbdd361 · inbound
Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion dKV-Cache: The Cache for Diffusion Language Models
Reference 7
Source-reported events for the cited work
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Observation 299cd264-8b51-4e98-bfba-b468464c6992 · inbound
A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9493dd07-a51c-4254-85f7-ecb47e6eecdb · inbound
DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone dKV-Cache: The Cache for Diffusion Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1cad497-ab5f-4dac-90b2-9ee8ba46a4b2 · inbound
Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c029df7-316a-4645-b054-41d5d7ef96b2 · inbound
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Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation adf646da-4de1-4373-8851-da2335f752ce · inbound
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Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1b1075d-ff89-45f9-bf6b-4045f15d8ba6 · inbound
DSB: Dynamic Sliding Block Scheduling for Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b6eb4e3-9429-4b5a-8254-4ccc8ad584db · inbound
Just on Time: Token-Level Early Stopping for Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4808324c-c034-445b-8ebd-7de1a882e5dc · inbound
A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 9
Source-reported events for the cited work
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Observation 16271fa4-81d2-439a-817a-b48eb8f553ca · inbound
A Comparative analysis of Layer-wise Representational Capacity in AR and Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2ef35a8-8413-4c99-8683-5048a3db85e0 · inbound
DualDiffusion: A Speculative Decoding Strategy for Masked Diffusion Models dKV-Cache: The Cache for Diffusion Language Models
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6d7e55cf-f729-4d97-a729-1088a0042f10 · inbound
DMax: Aggressive Parallel Decoding for dLLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5d555c91-64eb-4ac2-bef7-a9d3b48b7942 · inbound
DMax: Aggressive Parallel Decoding for dLLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 78e334c2-02dc-4f4a-ba76-71c3bdfa198c · inbound
Stability-Weighted Decoding for Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 310c6f96-9478-4eb9-a715-a3d081ab485d · inbound
$R^2$-dLLM: Accelerating Diffusion Large Language Models via Spatio-Temporal Redundancy Reduction dKV-Cache: The Cache for Diffusion Language Models
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0ade42e0-49f4-40b7-8f9e-b5c8cbadd279 · inbound
Consistent Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5af9c771-90fd-4ed2-bac0-16cae20bfb1a · inbound
DARE: Diffusion Language Model Activation Reuse for Efficient Inference dKV-Cache: The Cache for Diffusion Language Models
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation eb660baa-c8eb-4e48-aa34-f8b1c3d458db · inbound
TAD: Temporal-Aware Trajectory Self-Distillation for Fast and Accurate Diffusion LLM dKV-Cache: The Cache for Diffusion Language Models
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d11f95d-593e-439c-ac6e-7a3270ccf72c · inbound
Muninn: Your Trajectory Diffusion Model But Faster dKV-Cache: The Cache for Diffusion Language Models
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 92bd7f62-ca1c-48fa-ab44-1f56159ff89d · inbound
Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion dKV-Cache: The Cache for Diffusion Language Models
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d90ca113-b18f-48ef-a912-73b75de7a72f · inbound
Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion dKV-Cache: The Cache for Diffusion Language Models
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d8be878-a96a-45e4-8166-14c00b6596cb · inbound
Elastic-dLLM: Position Preserving Context Compression and Augmentation of Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 055c3160-77b4-43e7-80d1-af16600d9bf7 · inbound
Drifting Objectives for Refining Discrete Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6bb5c8fc-a2bc-4180-8bb0-5ba106576c76 · inbound
TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload dKV-Cache: The Cache for Diffusion Language Models
Reference 14
Source-reported events for the cited work
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Observation 3ae9365c-3c58-440a-aa3d-d960936d841a · inbound
PulseCol: Periodically Refreshed Column-Sparse Attention for Accelerating Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 17
Source-reported events for the cited work
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Observation 80f1760e-6b83-4097-9fd4-aaf2514d27a0 · inbound
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Reference 7
Source-reported events for the cited work
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Observation dded29b5-222b-4259-b60b-1eea4953b0cc · inbound
SimSD: Simple Speculative Decoding in Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2d70d8ab-8310-4dee-80c9-bc82ec4e273b · inbound
AsyncLane: Decoupling Refinement from Advancement in Diffusion Language Model Decoding dKV-Cache: The Cache for Diffusion Language Models
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e6d94c8c-7f0f-43ff-b91d-d76c320357e3 · inbound
Improved Large Language Diffusion Models dKV-Cache: The Cache for Diffusion Language Models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 29e0803d-f212-4e95-8759-6331721d0d88 · inbound
Dynamic-dLLM: Dynamic Cache-Budget and Adaptive Parallel Decoding for Training-Free Acceleration of Diffusion LLM dKV-Cache: The Cache for Diffusion Language Models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 01addc37-21fe-42fb-bc40-435440b1cf1d · inbound
Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis dKV-Cache: The Cache for Diffusion Language Models
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 56d813eb-b96a-48c9-8663-7998a002160d · inbound
Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis dKV-Cache: The Cache for Diffusion Language Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 424817c7-15e2-425a-baa3-08ed58b79c58 · inbound
Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding dKV-Cache: The Cache for Diffusion Language Models
Reference 139
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8a3d6f89-a2fe-45f7-8af4-b0154b74d73a · inbound
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Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f67277e8-3340-4071-9266-a28eb77da737 · inbound
Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dKV-Cache: The Cache for Diffusion Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eef39733-e605-43c6-869d-308e4a8ef461 · inbound
Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers dKV-Cache: The Cache for Diffusion Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6be4ad2-c798-4782-842c-e59f1aae65fb · inbound
Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding dKV-Cache: The Cache for Diffusion Language Models
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d6ef4718-def9-4b1a-9c79-306795d83737 · inbound
Polestar: Drift-Aware Cache Calibration and Token Commitment for Efficient Inference of Diffusion LLMs dKV-Cache: The Cache for Diffusion Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6c2e671-5f8e-45e7-9a47-c16eba3394e6 · inbound
Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation dKV-Cache: The Cache for Diffusion Language Models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af10b56e-ac39-4055-9166-e4182e424d5e · inbound
Mask-Aware Policy Gradients for Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 1959
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4da808d-e1b9-405c-a5dd-9b39decee86b · inbound
FlowBlock: Wavefront-Parallel Decoding for Self-Correcting Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d711fa9-e3f3-4e83-a04e-2a99c6136159 · inbound
Beyond On-Policy Exploration: Integrating External Policy Rollouts for Reinforcement Learning in Diffusion Language Models dKV-Cache: The Cache for Diffusion Language Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.