Methods › Natural Language Processing › Language Models › Diffusion › Papers, page 114
Diffusion
Papers archive 2025-07-28
archive papers tagged: 13,848 · with a code link: 5,365 · where Syntology ran a sample: 2,249 (1,969 with a run with no instrument failure, 280 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (2,249 of 13,848 tagged: 1,969 with a run with no instrument failure, 280 where every run was a failure of Syntology's instrument)
Page 114 of 139: papers 11,301 to 11,400 of 13,848, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Make-Your-Video: Customized Video Generation Using Textual and Structural Guidance 1 Jun 2023 · 0 repositories · arXiv:2306.00943
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Neural FIM for learning Fisher Information Metrics from point cloud data 1 Jun 2023 · 1 repository · arXiv:2306.06062
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On the Equivalence of Consistency-Type Models: Consistency Models, Consistent Diffusion Models, and Fokker-Planck Regularization 1 Jun 2023 · 0 repositories · arXiv:2306.00367
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Reconstructing Graph Diffusion History from a Single Snapshot 1 Jun 2023 · 1 repository · arXiv:2306.00488Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (of 11 harvested samples)
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Versatile Backdoor Attack with Visible, Semantic, Sample-Specific, and Compatible Triggers 1 Jun 2023 · 0 repositories · arXiv:2306.00816
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Safe Offline Reinforcement Learning with Real-Time Budget Constraints 1 Jun 2023 · 1 repository · arXiv:2306.00603
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SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds 1 Jun 2023 · 0 repositories · arXiv:2306.00980
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StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation Learners 1 Jun 2023 · 2 repositories · arXiv:2306.00984Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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The Hidden Language of Diffusion Models 1 Jun 2023 · 1 repository · arXiv:2306.00966
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UnDiff: Unsupervised Voice Restoration with Unconditional Diffusion Model 1 Jun 2023 · 0 repositories · arXiv:2306.00721
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UniDiff: Advancing Vision-Language Models with Generative and Discriminative Learning 1 Jun 2023 · 0 repositories · arXiv:2306.00813
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ViCo: Plug-and-play Visual Condition for Personalized Text-to-image Generation 1 Jun 2023 · 1 repository · arXiv:2306.00971Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 3 violated, 4 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (of 15 harvested samples) · 3 pointer-only (licence)
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Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models 1 Jun 2023 · 1 repository · arXiv:2306.00637Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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A Geometric Perspective on Diffusion Models 31 May 2023 · 2 repositories · arXiv:2305.19947
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A Unified Conditional Framework for Diffusion-based Image Restoration 31 May 2023 · 0 repositories · arXiv:2305.20049
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A Unified Framework for U-Net Design and Analysis 31 May 2023 · 1 repository · arXiv:2305.19638Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 3 pointer-only (licence)
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AI Imagery and the Overton Window 31 May 2023 · 0 repositories · arXiv:2306.00080
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Assessing Neural Network Representations During Training Using Data Diffusion Spectra 31 May 2023 · 1 repository
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RealignDiff: Boosting Text-to-Image Diffusion Model with Coarse-to-fine Semantic Re-alignment 31 May 2023 · 0 repositories · arXiv:2305.19599
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Cloud Removal in Remote Sensing Using Sequential-Based Diffusion Models 31 May 2023 · 0 repositories
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Deep Stochastic Mechanics 31 May 2023 · 1 repository · arXiv:2305.19685
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Diffusion Brush: A Latent Diffusion Model-based Editing Tool for AI-generated Images 31 May 2023 · 0 repositories · arXiv:2306.00219
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Efficient Diffusion Policies for Offline Reinforcement Learning 31 May 2023 · 1 repository · arXiv:2305.20081Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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GANDiffFace: Controllable Generation of Synthetic Datasets for Face Recognition with Realistic Variations 31 May 2023 · 0 repositories · arXiv:2305.19962
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Improving Handwritten OCR with Training Samples Generated by Glyph Conditional Denoising Diffusion Probabilistic Model 31 May 2023 · 0 repositories · arXiv:2305.19543
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Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels 31 May 2023 · 1 repository · arXiv:2305.19518Syntology official (archive's flag): 7 ran · 7 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
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Mask, Stitch, and Re-Sample: Enhancing Robustness and Generalizability in Anomaly Detection through Automatic Diffusion Models 31 May 2023 · 1 repository · arXiv:2305.19643
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MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RL 31 May 2023 · 0 repositories · arXiv:2305.19923
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Protein Design with Guided Discrete Diffusion 31 May 2023 · 1 repository · arXiv:2305.20009Syntology official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 16 harvested samples) · 1 pointer-only (licence)
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SafeDiffuser: Safe Planning with Diffusion Probabilistic Models 31 May 2023 · 0 repositories · arXiv:2306.00148
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Synthetic CT Generation from MRI using 3D Transformer-based Denoising Diffusion Model 31 May 2023 · 1 repository · arXiv:2305.19467Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 4 pointer-only (licence)
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Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust 31 May 2023 · 2 repositories · arXiv:2305.20030Syntology official (archive's flag): 6 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 5 pointer-only (licence)
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Understanding and Mitigating Copying in Diffusion Models 31 May 2023 · 1 repository · arXiv:2305.20086Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Unsupervised Anomaly Detection in Medical Images Using Masked Diffusion Model 31 May 2023 · 1 repository · arXiv:2305.19867
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A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction 30 May 2023 · 1 repository · arXiv:2305.19043
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Ambient Diffusion: Learning Clean Distributions from Corrupted Data 30 May 2023 · 2 repositories · arXiv:2305.19256Syntology community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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atTRACTive: Semi-automatic white matter tract segmentation using active learning 30 May 2023 · 1 repository · arXiv:2305.18905
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Calliffusion: Chinese Calligraphy Generation and Style Transfer with Diffusion Modeling 30 May 2023 · 0 repositories · arXiv:2305.19124
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Diffusion Model for Dense Matching 30 May 2023 · 1 repository · arXiv:2305.19094Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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DiffSketching: Sketch Control Image Synthesis with Diffusion Models 30 May 2023 · 1 repository · arXiv:2305.18812
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Diffusion-Stego: Training-free Diffusion Generative Steganography via Message Projection 30 May 2023 · 0 repositories · arXiv:2305.18726
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Evaluating the feasibility of using Generative Models to generate Chest X-Ray Data 30 May 2023 · 1 repository · arXiv:2305.18927
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Functional-Group-Based Diffusion for Pocket-Specific Molecule Generation and Elaboration 30 May 2023 · 1 repository · arXiv:2306.13769
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Generating Behaviorally Diverse Policies with Latent Diffusion Models 30 May 2023 · 0 repositories · arXiv:2305.18738
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HiFA: High-fidelity Text-to-3D Generation with Advanced Diffusion Guidance 30 May 2023 · 1 repository · arXiv:2305.18766Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Hyperbolic Diffusion Embedding and Distance for Hierarchical Representation Learning 30 May 2023 · 1 repository · arXiv:2305.18962Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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LayerDiffusion: Layered Controlled Image Editing with Diffusion Models 30 May 2023 · 0 repositories · arXiv:2305.18676
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Nested Diffusion Processes for Anytime Image Generation 30 May 2023 · 1 repository · arXiv:2305.19066
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One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models 30 May 2023 · 1 repository · arXiv:2305.18900
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PanoGen: Text-Conditioned Panoramic Environment Generation for Vision-and-Language Navigation 30 May 2023 · 0 repositories · arXiv:2305.19195
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Real-World Image Variation by Aligning Diffusion Inversion Chain 30 May 2023 · 2 repositories · arXiv:2305.18729Syntology official (archive's flag): 4 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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SAVE: Spectral-Shift-Aware Adaptation of Image Diffusion Models for Text-driven Video Editing 30 May 2023 · 1 repository · arXiv:2305.18670
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StyleAvatar3D: Leveraging Image-Text Diffusion Models for High-Fidelity 3D Avatar Generation 30 May 2023 · 2 repositories · arXiv:2305.19012
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Towards Accurate Post-training Quantization for Diffusion Models 30 May 2023 · 1 repository · arXiv:2305.18723Syntology official (archive's flag): 3 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 2 pointer-only (licence)
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Unsupervised Statistical Feature-Guided Diffusion Model for Sensor-based Human Activity Recognition 30 May 2023 · 0 repositories · arXiv:2306.05285
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Video ControlNet: Towards Temporally Consistent Synthetic-to-Real Video Translation Using Conditional Image Diffusion Models 30 May 2023 · 0 repositories · arXiv:2305.19193
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Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation 29 May 2023 · 0 repositories · arXiv:2305.18470
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BRICS: Bi-level feature Representation of Image CollectionS 29 May 2023 · 0 repositories · arXiv:2305.18601
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CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models 29 May 2023 · 1 repository · arXiv:2305.17932
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Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis 29 May 2023 · 2 repositories · arXiv:2305.18453
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Conditional Score Guidance for Text-Driven Image-to-Image Translation 29 May 2023 · 0 repositories · arXiv:2305.18007
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Controllable Text-to-Image Generation with GPT-4 29 May 2023 · 0 repositories · arXiv:2305.18583
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Diff-Instruct: A Universal Approach for Transferring Knowledge From Pre-trained Diffusion Models 29 May 2023 · 2 repositories · arXiv:2305.18455Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning 29 May 2023 · 1 repository · arXiv:2305.18459Syntology official (archive's flag): 15 ran · 19 ran (of which 3 constructed an object rather than computing a result; 18 with no instrument failure: 5 honoured, 0 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 11 unverified (of 30 harvested samples) · 4 pointer-only (licence)
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Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising 29 May 2023 · 1 repository · arXiv:2305.18264Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 8 harvested samples)
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Generating Driving Scenes with Diffusion 29 May 2023 · 0 repositories · arXiv:2305.18452
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From Zero to Turbulence: Generative Modeling for 3D Flow Simulation 29 May 2023 · 1 repository · arXiv:2306.01776Syntology official (archive's flag): 9 ran · 9 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 3 honoured, 0 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
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Implicit Transfer Operator Learning: Multiple Time-Resolution Surrogates for Molecular Dynamics 29 May 2023 · 0 repositories · arXiv:2305.18046Syntology 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples)
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InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions 29 May 2023 · 1 repository · arXiv:2305.18047Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Make-An-Audio 2: Temporal-Enhanced Text-to-Audio Generation 29 May 2023 · 1 repository · arXiv:2305.18474Syntology 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 12 harvested samples) · 5 pointer-only (licence)
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Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models 29 May 2023 · 2 repositories · arXiv:2305.18292Syntology 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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On Diffusion Modeling for Anomaly Detection 29 May 2023 · 1 repository · arXiv:2305.18593Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Photoswap: Personalized Subject Swapping in Images 29 May 2023 · 0 repositories · arXiv:2305.18286
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RAPHAEL: Text-to-Image Generation via Large Mixture of Diffusion Paths 29 May 2023 · 1 repository · arXiv:2305.18295
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Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion Priors 29 May 2023 · 1 repository · arXiv:2305.18274Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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Image Captioning with Multi-Context Synthetic Data 29 May 2023 · 0 repositories · arXiv:2305.18072
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Cognitively Inspired Cross-Modal Data Generation Using Diffusion Models 28 May 2023 · 0 repositories · arXiv:2305.18433
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Learning to Jump: Thinning and Thickening Latent Counts for Generative Modeling 28 May 2023 · 1 repository · arXiv:2305.18375Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples)
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A Diffusion Model for Event Skeleton Generation 27 May 2023 · 1 repository · arXiv:2305.17458
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Creating Personalized Synthetic Voices from Post-Glossectomy Speech with Guided Diffusion Models 27 May 2023 · 0 repositories · arXiv:2305.17436
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Accelerating Text-to-Image Editing via Cache-Enabled Sparse Diffusion Inference 27 May 2023 · 2 repositories · arXiv:2305.17423
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MADiff: Offline Multi-agent Learning with Diffusion Models 27 May 2023 · 1 repository · arXiv:2305.17330Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
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The Curse of Recursion: Training on Generated Data Makes Models Forget 27 May 2023 · 1 repository · arXiv:2305.17493
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Text-to-image Editing by Image Information Removal 27 May 2023 · 0 repositories · arXiv:2305.17489
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Towards Consistent Video Editing with Text-to-Image Diffusion Models 27 May 2023 · 0 repositories · arXiv:2305.17431
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Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling 26 May 2023 · 1 repository · arXiv:2305.16965
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An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization 26 May 2023 · 1 repository · arXiv:2305.18355
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Attention Paper: How Generative AI Reshapes Digital Shadow Industry? 26 May 2023 · 0 repositories · arXiv:2305.18346
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COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision Models 26 May 2023 · 1 repository · arXiv:2305.17235Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; the one sample that ran constructed an object rather than computing a result (of 2 harvested samples) · 2 pointer-only (licence)
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Confidence-Based Feature Imputation for Graphs with Partially Known Features 26 May 2023 · 1 repository · arXiv:2305.16618Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 12 harvested samples) · 5 pointer-only (licence)
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Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities 26 May 2023 · 1 repository · arXiv:2305.17214
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ControlVideo: Conditional Control for One-shot Text-driven Video Editing and Beyond 26 May 2023 · 1 repository · arXiv:2305.17098Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models 26 May 2023 · 1 repository · arXiv:2305.16943Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Error Bounds for Flow Matching Methods 26 May 2023 · 0 repositories · arXiv:2305.16860
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Flow Matching for Scalable Simulation-Based Inference 26 May 2023 · 1 repository · arXiv:2305.17161Syntology official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Graph Neural Convection-Diffusion with Heterophily 26 May 2023 · 1 repository · arXiv:2305.16780Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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High-Fidelity Image Compression with Score-based Generative Models 26 May 2023 · 0 repositories · arXiv:2305.18231
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Higher Order Gauge Equivariant CNNs on Riemannian Manifolds and Applications 26 May 2023 · 0 repositories · arXiv:2305.16657
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Improved Visual Story Generation with Adaptive Context Modeling 26 May 2023 · 0 repositories · arXiv:2305.16811
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Learning to Imagine: Visually-Augmented Natural Language Generation 26 May 2023 · 1 repository · arXiv:2305.16944Syntology official: no sample here; runs from other or unrecorded repositories · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)