Methods › General › Self-Supervised Learning › Jigsaw
Jigsaw
Introduced by Mehdi Noroozi et al. in Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Jigsaw is a self-supervision approach that relies on jigsaw-like puzzles as the pretext task in order to learn image representations.
Papers archive 2025-07-28
30 shown of 140, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Learning Distributions over Permutations and Rankings with Factorized Representations 30 May 2025 · 0 repositories · arXiv:2505.24664
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Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles 29 May 2025 · 1 repository · arXiv:2505.23590
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ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations 20 May 2025 · 0 repositories · arXiv:2505.14404
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LLM-based Semantic Augmentation for Harmful Content Detection 22 Apr 2025 · 0 repositories · arXiv:2504.15548
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ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps 13 Apr 2025 · 0 repositories · arXiv:2504.09608
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Semantic and Contextual Modeling for Malicious Comment Detection with BERT-BiLSTM 14 Mar 2025 · 0 repositories · arXiv:2503.11084
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A Generic Hybrid Framework for 2D Visual Reconstruction 31 Jan 2025 · 0 repositories · arXiv:2501.19325
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HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation 25 Dec 2024 · 1 repository · arXiv:2412.18738
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Enhancing Visual Reasoning with Autonomous Imagination in Multimodal Large Language Models 27 Nov 2024 · 0 repositories · arXiv:2411.18142
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GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation 22 Oct 2024 · 1 repository · arXiv:2410.16606
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Jigsaw Puzzles: Splitting Harmful Questions to Jailbreak Large Language Models 15 Oct 2024 · 1 repository · arXiv:2410.11459
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SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups 3 Oct 2024 · 2 repositories · arXiv:2410.02942Syntology ran 44 of 47 samples · 3 unverified · 47 pointer-only (licence)
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Tiny-Toxic-Detector: A compact transformer-based model for toxic content detection 29 Aug 2024 · 0 repositories · arXiv:2409.02114
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Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision 1 Jul 2024 · 1 repository · arXiv:2407.01518Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
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Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition 28 Jun 2024 · 1 repository · arXiv:2406.19931Syntology ran 6 of 7 samples · 1 unverified · 7 pointer-only (licence)
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Enhancing Precision in Tactile Internet-Enabled Remote Robotic Surgery: Kalman Filter Approach 6 Jun 2024 · 0 repositories · arXiv:2406.04503
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Physics-Guided Actor-Critic Reinforcement Learning for Swimming in Turbulence 5 Jun 2024 · 0 repositories · arXiv:2406.10242
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Solving Masked Jigsaw Puzzles with Diffusion Vision Transformers 10 Apr 2024 · 1 repository · arXiv:2404.07292Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
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Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation 8 Apr 2024 · 0 repositories · arXiv:2404.05143
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Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection 18 Mar 2024 · 0 repositories · arXiv:2403.12172
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Self-Supervision in Time for Satellite Images(S3-TSS): A novel method of SSL technique in Satellite images 7 Mar 2024 · 1 repository · arXiv:2403.04859
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Collaborative Learning with Artificial Intelligence Speakers (CLAIS): Pre-Service Elementary Science Teachers' Responses to the Prototype 20 Dec 2023 · 0 repositories · arXiv:2401.05400
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Rethinking Model Inversion Attacks With Patch-Wise Reconstruction 12 Dec 2023 · 0 repositories · arXiv:2312.07040
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Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation 4 Dec 2023 · 1 repository · arXiv:2312.01648Syntology ran 7 of 13 samples · 6 unverified · 13 pointer-only (licence)
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Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models 29 Nov 2023 · 0 repositories · arXiv:2311.17919
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Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models 19 Nov 2023 · 1 repository · arXiv:2311.11202Syntology ran 13 of 17 samples · 4 unverified · 17 pointer-only (licence)
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The possibility of making \$138,000 from shredded banknote pieces using computer vision 17 Nov 2023 · 0 repositories · arXiv:2401.06133
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SCL-VI: Self-supervised Context Learning for Visual Inspection of Industrial Defects 11 Nov 2023 · 1 repository · arXiv:2311.06504
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Grid Jigsaw Representation with CLIP: A New Perspective on Image Clustering 27 Oct 2023 · 0 repositories · arXiv:2310.17869
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Jigsaw: Supporting Designers to Prototype Multimodal Applications by Chaining AI Foundation Models 12 Oct 2023 · 0 repositories · arXiv:2310.08574
Tasks archive 2025-07-28
20 shown of 160 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections