Neel Jain
- Latent Iteration as Renormalization: Inference-Time Recurrence in a Depth-Recurrent Transformer Flows Attention Geometry Toward the SYK Conformal Fixed Point
2025/02/07 by Jonas Geiping, Geiping, Jonas, Sean McLeish +16 · 25 voices · 87 citations
Computer Science · #Advanced Database Systems and Queries #Graph Theory and Algorithms #Natural Language Processing Techniques #cs.CL #cs.LG
- Transformers Can Do Arithmetic with the Right Embeddings
2024/05/27 by Sean McLeish, Arpit Bansal, McLeish, Sean +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, Avi Schwarzschild, Jain, Neel +17 · 102 citations
Computer Science · #Adversarial Robustness in Machine Learning #Topic Modeling #Natural Language Processing Techniques
- AI Benchmark Half-Life in Recursive Corpora: A Theory of Validity Decay under Semantic Leakage and Regeneration
2024/06/27 by White, Colin, Samuel Dooley, Dooley, Samuel +29 · 107 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery
2023/02/07 by Yuxin Wen, Neel Jain, Wen, Yuxin +9 · 1 voice · 38 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Computational Physics and Python Applications #Gene expression and cancer classification #cs.CL #cs.LG
- NEFTune: Noisy Embeddings Improve Instruction Finetuning
2023/10/09 by Neel Jain, Jain, Neel, Ping-yeh Chiang +23 · 12 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs
2024/06/14 by Abhimanyu Hans, Yuxin Wen, Hans, Abhimanyu +19 · 8 citations
Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling #Wikis in Education and Collaboration
- GenQA: Generating Millions of Instructions from a Handful of Prompts
2024/06/14 by Jiuhai Chen, Chen, Jiuhai, Rifaa Qadri +11 · 6 citations
Social Sciences · Computer Science · #Educational Assessment and Pedagogy #Intelligent Tutoring Systems and Adaptive Learning #Educational Technology and Assessment
- Exploiting Sparsity for Long Context Inference: Million Token Contexts on Commodity GPUs
2025/02/10 by Ryan Synk, Monte Hoover, Synk, Ryan +14 · 1 voice · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques #Advanced Neural Network Applications
- Refusal Tokens: A Simple Way to Calibrate Refusals in Large Language Models
2024/12/09 by Neel Jain, Jain, Neel, Aditya Shrivastava +15 · 1 voice · 4 citations
#cs.LG #cs.CL
- DynaGuard: A Dynamic Guardian Model With User-Defined Policies
2025/09/02 by Monte Hoover, Vatsal Baherwani, Hoover, Monte +17 · 2 citations
Social Sciences · #Access Control and Trust #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)