水印论文趋势 2023–2026
模型与内容水印
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 101 篇被归入该主题的论文。
主要结论
- 水印论文从 2023 年的 6 篇增长到 2026 年的 56 篇，三年间扩大到约 9.3 倍。
- NeurIPS 是发水印论文最多的会议，2023–2026 年共 34 篇，占四个会议总量的 34%。
- 交叉方向里涨得最快的是社会层面 · accountability transparency and interpretability：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 18 篇。
- 在「安全与可信」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的验证是 6.0 倍，水印是 9.3 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 1 | 0 | 3 | 2 | 6 |
| 2024 | 5 | 1 | 7 | 4 | 17 |
| 2025 | 10 | 2 | 6 | 4 | 22 |
| 2026 | 18 | 11 | 16 | 11 | 56 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026Auditing Cross-Lingual Fairness in Language Model Watermarking
- ICML 2026Ideal Attribution and Faithful Watermarks for Language Models
- ICLR 2026An Ensemble Framework for Unbiased Language Model Watermarking
- CVPR 2026Convolutional Neural Networks Driven by Content Similarity
- NeurIPS 2025BitMark: Watermarking Bitwise Autoregressive Image Generative Models
- ICML 2025STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings
- ICLR 2025A Watermark for Order-Agnostic Language Models
- CVPR 2025OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking
- NeurIPS 2024FreqMark: Invisible Image Watermarking via Frequency Based Optimization in Latent Space
- ICML 2024DE-COP: Detecting Copyrighted Content in Language Models Training Data
- ICLR 2024On the Learnability of Watermarks for Language Models
- CVPR 2024EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection
- NeurIPS 2023An information-theoretic quantification of the content of communication between brain regions
- ICML 2023Margin-based Neural Network Watermarking
- CVPR 2023CAP-VSTNet: Content Affinity Preserved Versatile Style Transfer
- NeurIPS 2026Face Deepfake-aware Recovery via Semantic-driven Facial Representation-based Watermarking
- ICML 2026Towards Reliable Marking and Verification of AI-Generated Text via Geometry-aware Sentence-level Watermarking
- ICLR 2026Analyzing and Evaluating Unbiased Language Model Watermark
- CVPR 2026Decoupling Defense Strategies for Robust Image Watermarking
- NeurIPS 2025Provable Watermarking for Data Poisoning Attacks
全部水印论文
共 32 篇，第 1 / 1 页
- ICML 2026Beyond Heuristic Tuning: Power-Calibrated LLM Watermarking
- ICML 2026Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
- ICML 2026Catch-22: On the Fundamental Tradeoff Between Detectability and Robustness in LLM Watermarking
- ICML 2026Collaborative Threshold Watermarking
- ICML 2026dgMARK: Decoding-Guided Watermarking for Diffusion Language Models
- ICML 2026Echoes within the Reasoning: Stealthy and Effective Watermarking via Chain of Thought
- ICML 2026How Good is Post-Hoc Watermarking With Language Model Rephrasing?
- ICML 2026IACW: Intent-Aware Controllable Watermarking for Scalable Authorial Intent Attribution
- ICML 2026Ideal Attribution and Faithful Watermarks for Language Models
- ICML 2026LLM Self-Recognition: Steering and Retrieving Activation Signatures
- ICML 2026Revisiting Coding-Based Approaches to Overcome the Curse of Dimensionality in Learning-Based Watermarking
- ICML 2026Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling
- ICML 2026Selective Disclosure Watermarking for Large Language Models
- ICML 2026Towards Reliable Marking and Verification of AI-Generated Text via Geometry-aware Sentence-level Watermarking
- ICML 2026Watermarking Graph Neural Networks via Explanations for Ownership Protection
- ICML 2026Watermarking LLM Agent Trajectories
- ICML 2025An End-to-End Model for Logits-Based Large Language Models Watermarking
- ICML 2025BiMark: Unbiased Multilayer Watermarking for Large Language Models
- ICML 2025De-mark: Watermark Removal in Large Language Models
- ICML 2025GaussMark: A Practical Approach for Structural Watermarking of Language Models
- ICML 2025Lightweight-Mark: Rethinking Deep Learning-Based Watermarking
- ICML 2025STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings
- ICML 2024DE-COP: Detecting Copyrighted Content in Language Models Training Data
- ICML 2024Defense against Model Extraction Attack by Bayesian Active Watermarking
- ICML 2024Monitoring AI-Modified Content at Scale: A Case Study on the Impact of ChatGPT on AI Conference Peer Reviews
- ICML 2024Proactive Detection of Voice Cloning with Localized Watermarking
- ICML 2024Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models
- ICML 2024Watermark Stealing in Large Language Models
- ICML 2024Watermarks in the Sand: Impossibility of Strong Watermarking for Language Models
- ICML 2023How Bad is Top-$K$ Recommendation under Competing Content Creators?
- ICML 2023Margin-based Neural Network Watermarking
- ICML 2023Performative Recommendation: Diversifying Content via Strategic Incentives
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查水印在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "watermarking"}
常见问题
- 2023–2026 年四大会议一共有多少篇水印论文？
- 共 101 篇，按年份分别是 2023 年 6 篇、2024 年 17 篇、2025 年 22 篇、2026 年 56 篇。
- NeurIPS 2026 有多少篇水印论文？
- NeurIPS 2026 有 18 篇水印论文，上一届是 10 篇。
- ICLR 2026 有多少篇水印论文？
- ICLR 2026 有 11 篇水印论文，上一届是 2 篇。
- ICML 2026 有多少篇水印论文？
- ICML 2026 有 16 篇水印论文，上一届是 6 篇。
- CVPR 2026 有多少篇水印论文？
- CVPR 2026 有 11 篇水印论文，上一届是 4 篇。
- 哪个会议的水印论文最多？
- NeurIPS，2023–2026 年共 34 篇。