Aditi Raghunathan
- On the Opportunities and Risks of Foundation Models
2021/08/16 by Rishi Bommasani, Drew A. Hudson, Bommasani, Rishi +233 · 11 voices · 538 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Adversarial Robustness in Machine Learning #Topic Modeling
- Scaling Laws for Precision
2024/11/07 by Tanishq Kumar, Kumar, Tanishq, Zachary Ankner +16 · 7 voices · 29 citations
Arts and Humanities · #Philosophy and History of Science
- An Explanation of In-context Learning as Implicit Bayesian Inference
2021/11/03 by Sang Michael Xie, Xie, Sang Michael, Aditi Raghunathan +5 · 90 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- Just Train Twice: Improving Group Robustness without Training Group\n Information
2021/07/19 by Evan Liu, Liu, Evan Zheran, Behzad Haghgoo +15 · 40 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Reinforcement Learning in Robotics
- Overtrained Language Models Are Harder to Fine-Tune
2025/03/24 by Jacob Mitchell Springer, Springer, Jacob Mitchell, Sachin Goyal +13 · 8 voices · 23 citations
#cs.CL #cs.AI
- The Pitfalls of Simplicity Bias in Neural Networks
2020/06/13 by Harshay Shah, Shah, Harshay, Kaustav Tamuly +7 · 24 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Unlabeled Data Improves Adversarial Robustness
2019/05/31 by Yair Carmon, Carmon, Yair, Aditi Raghunathan +7 · 19 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning
- An Investigation of Why Overparameterization Exacerbates Spurious Correlations
2020/05/09 by Shiori Sagawa, Sagawa, Shiori, Aditi Raghunathan +5 · 17 citations
Computer Science · #Reinforcement Learning in Robotics #Machine Learning and Data Classification #Evolutionary Algorithms and Applications
- Accuracy on the Line: On the Strong Correlation Between\n Out-of-Distribution and In-Distribution Generalization
2021/07/09 by J. J. Miller, Rohan Taori, Miller, John +15 · 15 citations
Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Understanding Catastrophic Forgetting in Language Models via Implicit Inference
2023/09/18 by Suhas Kotha, Jacob M. Springer, Kotha, Suhas +3 · 22 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
- Automatically Auditing Large Language Models via Discrete Optimization
2023/03/08 by Erik Jones, Jones, Erik, Anca D. Dragan +5 · 18 citations
Computer Science · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Machine Learning and Data Classification #Software Engineering Research
- Dissecting Adversarial Robustness of Multimodal LM Agents
2024/06/18 by Chen Wu, Wu, Chen Henry, Shah, Rishi +8 · 25 citations
Computer Science · #Adversarial Robustness in Machine Learning
- Certified Robustness to Adversarial Word Substitutions
2019/09/03 by Robin Jia, Jia, Robin, Aditi Raghunathan +5 · 14 citations
Computer Science · #Adversarial Robustness in Machine Learning #Topic Modeling #Hate Speech and Cyberbullying Detection
- Finetune like you pretrain: Improved finetuning of zero-shot vision models
2022/12/01 by Sachin Goyal, Goyal, Sachin, Ananya Kumar +7 · 15 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Repetition Improves Language Model Embeddings
2024/02/23 by Jacob M. Springer, Suhas Kotha, Springer, Jacob Mitchell +7 · 17 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Scaling Laws for Data Filtering -- Data Curation cannot be Compute Agnostic
2024/04/10 by Sachin Goyal, Goyal, Sachin, Pratyush Maini +7 · 13 citations
Decision Sciences · #Big Data Technologies and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
2025/04/21 by Vaishnavh Nagarajan, Nagarajan, Vaishnavh, Chen Henry Wu +5 · 4 voices · 14 citations
#cs.LG #cs.AI #cs.CL
- DROCC: Deep Robust One-Class Classification
2020/02/28 by Sachin Goyal, Goyal, Sachin, Aditi Raghunathan +7 · 6 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Semidefinite relaxations for certifying robustness to adversarial\n examples
2018/11/02 by Aditi Raghunathan, Jacob Steinhardt, Raghunathan, Aditi +3 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Test-Time Adaptation via Conjugate Pseudo-labels
2022/07/20 by Sachin Goyal, Ming-Jie Sun, Goyal, Sachin +5 · 6 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Machine Learning and Data Classification
- Why is SAM Robust to Label Noise?
2024/05/06 by Christina Baek, Zico Kolter, Baek, Christina +3 · 7 citations
Engineering · #Advanced Chemical Sensor Technologies #FOS: Computer and information sciences #Fault Detection and Control Systems #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG)
- Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming
2020/10/22 by Sumanth Dathathri, Krishnamurthy Dvijotham, Dathathri, Sumanth +19 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Algorithms #Physical Unclonable Functions (PUFs) and Hardware Security
- Weight Ensembling Improves Reasoning in Language Models
2025/04/14 by Christina Baek, Dang, Xingyu, Baek, Christina +6 · 13 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Robust Encodings: A Framework for Combating Adversarial Typos
2020/05/04 by Erik Jones, Robin Jia, Jones, Erik +5 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research #Topic Modeling
- Decoupling Exploration and Exploitation for Meta-Reinforcement Learning\n without Sacrifices
2020/08/06 by Evan Zheran Liu, Liu, Evan Zheran, Aditi Raghunathan +5 · 2 citations
Computer Science · Decision Sciences · Neuroscience · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural dynamics and brain function #Reinforcement Learning in Robotics
- Reasoning as an Adaptive Defense for Safety
2025/07/01 by Taeyoun Kim, Fahim Tajwar, Kim, Taeyoun +5 · 9 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing #Software Testing and Debugging Techniques
- Predicting the Performance of Foundation Models via Agreement-on-the-Line
2024/04/02 by Rahul Saxena, Taeyoun Kim, Saxena, Rahul +9 · 2 citations
Computer Science · Business, Management and Accounting · #Semantic Web and Ontologies #Multi-Agent Systems and Negotiation #Business Process Modeling and Analysis
- Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning
2024/05/30 by Jacob M. Springer, Vaishnavh Nagarajan, Springer, Jacob Mitchell +3 · 2 citations
Engineering · #Industrial Vision Systems and Defect Detection
- Exact Unlearning of Finetuning Data via Model Merging at Scale
2025/04/06 by Kevin Kuo, Amrith Setlur, Kuo, Kevin +6 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions
2024/12/09 by Jhih-Yi, Aditi Raghunathan, Hsieh, Jhih-Yi +3 · 3 citations
Computer Science · Medicine · Social Sciences · #Access Control and Trust #Artificial Intelligence in Healthcare and Education #Cryptography and Security (cs.CR) #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions
2025/03/05 by Emmy Liu, Amanda Bertsch, Liu, Emmy +20 · 2 citations
Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Natural Language Processing Techniques #Topic Modeling
- Memorization Sinks: Isolating Memorization during LLM Training
2025/07/14 by Gaurav R. Ghosal, Ghosal, Gaurav R., Pratyush Maini +3 · 3 citations
Computer Science · Social Sciences · #Software Engineering Research #Software Engineering Techniques and Practices #Wikis in Education and Collaboration