Avi Schwarzschild
- A Cookbook of Self-Supervised Learning
2023/04/24 by Randall Balestriero, Balestriero, Randall, Mark Ibrahim +36 · 2 voices · 32 citations
Computer Science · #Machine Learning and Data Classification
- Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text
2024/01/22 by Abhimanyu Hans, Avi Schwarzschild, Hans, Abhimanyu +13 · 2 voices · 60 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Transformers Can Do Arithmetic with the Right Embeddings
2024/05/27 by Sean McLeish, McLeish, Sean, Arpit Bansal +20 · 5 voices · 18 citations
Computer Science · #cs.LG #cs.AI
- Baseline Defenses for Adversarial Attacks Against Aligned Language Models
2023/09/01 by Neel Jain, Jain, Neel, Avi Schwarzschild +17 · 100 citations
Computer Science · #Adversarial Robustness in Machine Learning #Topic Modeling #Natural Language Processing Techniques
- TOFU: A Task of Fictitious Unlearning for LLMs
2024/01/11 by Pratyush Maini, Zhili Feng, Maini, Pratyush +7 · 76 citations
Computer Science · Health Professions · #Topic Modeling #Privacy-Preserving Technologies in Data #Interpreting and Communication in Healthcare
- Universal Guidance for Diffusion Models
2023/02/14 by Arpit Bansal, Hongmin Chu, Bansal, Arpit +11 · 50 citations
Computer Science · Medicine · #Generative Adversarial Networks and Image Synthesis #Advanced Mathematical Modeling in Engineering #Advanced Neuroimaging Techniques and Applications
- Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges
2025/02/03 by Nayoung Lee, Ziyang Cai, Lee, Nayoung +7 · 3 voices · 11 citations
Computer Science · #Neural Networks and Applications #Neural Networks and Reservoir Computing
- Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses
2020/12/18 by Micah Goldblum, Dimitris Tsipras, Goldblum, Micah +15 · 13 citations
Computer Science · #Adversarial Robustness in Machine Learning #Network Security and Intrusion Detection #Advanced Malware Detection Techniques
- Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks
2020/06/22 by Avi Schwarzschild, Schwarzschild, Avi, Micah Goldblum +7 · 13 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
- Rethinking LLM Memorization through the Lens of Adversarial Compression
2024/04/23 by Avi Schwarzschild, Schwarzschild, Avi, Zhili Feng +7 · 18 citations
Computer Science · #Natural Language Processing Techniques
- NEFTune: Noisy Embeddings Improve Instruction Finetuning
2023/10/09 by Neel Jain, Ping-yeh Chiang, Jain, Neel +23 · 11 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Forcing Diffuse Distributions out of Language Models
2024/04/16 by Yiming Zhang, Zhang, Yiming, Avi Schwarzschild +7 · 1 voice · 9 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
- Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with Recurrent Networks
2021/06/08 by Avi Schwarzschild, Eitan Borgnia, Schwarzschild, Avi +11 · 4 citations
Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Explainable Artificial Intelligence (XAI)
- Easy2Hard-Bench: Standardized Difficulty Labels for Profiling LLM Performance and Generalization
2024/09/27 by Mucong Ding, Ding, Mucong, Chenghao Deng +18 · 7 citations
Computer Science · #Natural Language Processing Techniques
- Extrapolation by Association: Length Generalization Transfer in Transformers
2025/06/10 by Nayoung Lee, Cai, Ziyang, Avi Schwarzschild +6 · 5 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Language and cultural evolution #Multimodal Machine Learning Applications #Topic Modeling
- The Uncanny Similarity of Recurrence and Depth
2021/02/22 by Avi Schwarzschild, Arjun Gupta, Schwarzschild, Avi +7 · 1 citation
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Neural Networks and Applications
- Prompt Recovery for Image Generation Models: A Comparative Study of Discrete Optimizers
2024/08/12 by Joshua Nathaniel Williams, Avi Schwarzschild, Williams, Joshua Nathaniel +3 · 2 citations
Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
- Existing Large Language Model Unlearning Evaluations Are Inconclusive
2025/05/31 by Zhili Feng, Ye Xu, Feng, Zhili +13 · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling