Martin Wattenberg
- Inference-Time Intervention: Eliciting Truthful Answers from a Language Model
2023/06/06 by Kenneth Li, Oam Patel, Li, Kenneth +7 · 5 voices · 162 citations
Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- Google's Multilingual Neural Machine Translation System: Enabling\n Zero-Shot Translation
2016/11/14 by Melvin Johnson, Johnson, Melvin, Mike Schuster +23 · 4 voices · 21 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
- Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)
2017/11/30 by Been Kim, Martin Wattenberg, Justin Gilmer +4 · 3 voices · 71 citations
#stat.ML
- Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task
2022/10/24 by Kenneth Li, Aspen Hopkins, Li, Kenneth +10 · 10 voices · 52 citations
Computer Science · Social Sciences · #Computational and Text Analysis Methods #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG
- TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
2016/03/14 by Martín Abadi, Ashish Agarwal, Abadi, Martín +77 · 1 voice · 48 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC) #cs.DC #cs.LG
- Governance Architecture for Neural Network Superposition: A Structural Solution to Hallucination via Routing and Interference Filtering
2022/09/21 by Nelson Elhage, Tristan Hume, Elhage, Nelson +29 · 2 voices · 140 citations
Computer Science · Physics and Astronomy · #Explainable Artificial Intelligence (XAI) #Model Reduction and Neural Networks #Neural Networks and Applications #cs.LG
- SmoothGrad: removing noise by adding noise
2017/06/12 by Daniel Smilkov, Nikhil Thorat, Smilkov, Daniel +7 · 106 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Anomaly Detection Techniques and Applications #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- ICLR: In-Context Learning of Representations
2024/12/29 by Core Francisco Park, Andrew Lee, Ekdeep Singh Lubana +5 · 10 voices · 19 citations
#cs.CL #cs.AI #cs.LG
- ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing
2023/09/17 by Ian Arawjo, Chelse Swoopes, Priyan Vaithilingam +2 · 2 voices · 26 citations
#cs.HC #cs.AI
- TensorFlow.js: Machine Learning for the Web and Beyond
2019/01/16 by Daniel Smilkov, Smilkov, Daniel, Nikhil Thorat +37 · 1 voice · 1 citation
#cs.LG
- Emergent Linear Representations in World Models of Self-Supervised Sequence Models
2023/09/02 by Neel Nanda, Nanda, Neel, Andrew Lee +3 · 38 citations
Computer Science · Physics and Astronomy · #Neural Networks and Reservoir Computing #Neural Networks and Applications #Model Reduction and Neural Networks
- AttentionViz: A Global View of Transformer Attention
2023/05/04 by Catherine Yeh, Catherine Vance Yeh, Yeh, Catherine +10 · 1 voice · 10 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Topic Modeling #cs.CL #cs.CV #cs.HC #cs.LG
- A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity
2024/01/03 by Andrew Lee, Lee, Andrew, Bai, Xiaoyan +8 · 22 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning and Data Classification #Topic Modeling
- Measuring and Controlling Instruction (In)Stability in Language Model Dialogs
2024/02/13 by Kenneth Li, Tianle Liu, Li, Kenneth +12 · 1 voice · 14 citations
Computer Science · #Persona Design and Applications
- Open Problems in Mechanistic Interpretability
2025/01/27 by Lee Sharkey, Sharkey, Lee, Bilal Chughtai +55 · 35 citations
Computer Science · #Natural Language Processing Techniques #Statistical and Computational Modeling
- Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making
2019/02/08 by Carrie J. Cai, Emily Reif, Cai, Carrie J. +19 · 7 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence in Healthcare and Education #Biomedical Text Mining and Ontologies #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning in Healthcare
- Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models
2025/02/18 by Thomas Fel, Fel, Thomas, Ekdeep Singh Lubana +17 · 19 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Multimodal Machine Learning Applications
- Embedding Projector: Interactive Visualization and Interpretation of Embeddings
2016/11/16 by Daniel Smilkov, Nikhil Thorat, Smilkov, Daniel +9 · 5 citations
Computer Science · #Advanced Text Analysis Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (stat.ML) #Topic Modeling
- An Interpretability Illusion for BERT
2021/04/14 by Tolga Bolukbasi, Bolukbasi, Tolga, Adam Pearce +11 · 5 citations
Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Designing a Dashboard for Transparency and Control of Conversational AI
2024/06/12 by Yida Chen, Aoyu Wu, Chen, Yida +21 · 9 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Multi-Agent Systems and Negotiation
- Interactive AI Alignment: Specification, Process, and Evaluation Alignment
2023/10/23 by Michael Terry, Terry, Michael, Chinmay Kulkarni +7 · 7 citations
Social Sciences · Business, Management and Accounting · Engineering · #Ethics and Social Impacts of AI #Big Data and Business Intelligence #Technology Assessment and Management
- AI co-mathematician: Accelerating mathematicians with agentic AI
2026/05/07 by Daniel Zheng, Ingrid von Glehn, Yori Zwols +15 · 6 voices · 2 citations
#cs.AI
- Shared Global and Local Geometry of Language Model Embeddings
2025/03/27 by Andrew Lee, Melanie Weber, Lee, Andrew +5 · 3 voices · 5 citations
Computer Science · #Natural Language Processing Techniques
- TIMELINESTag clouds and the case for vernacular visualization
2008/07/01 by Fernanda B. Viégas, Fernanda Viégas, Martin Wattenberg · 2 citations
Computer Science · #Data Visualization and Analytics #Video Analysis and Summarization
- Can Interpretation Predict Behavior on Unseen Data?
2025/07/08 by Victoria R. Li, Jenny Kaufmann, Li, Victoria R. +8 · 1 voice · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #cs.AI #cs.CL #cs.LG
- Beyond Surface Statistics: Scene Representations in a Latent Diffusion Model
2023/06/09 by Yida Chen, Chen, Yida, Fernanda Viégas +3 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Machine Learning (cs.LG)
- Does visualization help AI understand data?
2025/07/24 by Victoria R. Li, Johnathan Sun, Li, Victoria R. +3 · 2 voices
Computer Science · #Data Visualization and Analytics #cs.AI #cs.HC #cs.LG
- Relational Composition in Neural Networks: A Survey and Call to Action
2024/07/19 by Martin Wattenberg, Fernanda Viégas, Wattenberg, Martin +1 · 2 citations
Computer Science · #Neural Networks and Applications
- Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls
2025/09/30 by Xiaoyan Bai, Itamar Pres, Bai, Xiaoyan +15 · 8 voices · 1 citation
Computer Science · Engineering · #Advanced Data Storage Technologies #Low-power high-performance VLSI design #Parallel Computing and Optimization Techniques #cs.AI #cs.LG
- When Bad Data Leads to Good Models
2025/05/07 by Kenneth Li, Li, Kenneth, Yida Chen +5 · 2 citations
Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Machine Learning (cs.LG)