NeurIPS 2023 Workshop R0-FoMo Submissions

AutoMix: Mixing Models with Few-shot Self and Meta Verification
Aman Madaan, Pranjal Aggarwal, Ankit Anand, Srividya Pranavi Potharaju, Swaroop Mishra, Pei Zhou, Aditya Gupta, Dheeraj Rajagopal, Yiming Yang, Shyam Upadhyay, Mausam ., Manaal Faruqui
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
A Universal Prompt Generator for Large Language Models
Gurusha Juneja, Amit Sharma
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Spotlight
- Readers: Everyone
In-Context Learning and Bayesian Inference
Madhur Panwar, Kabir Ahuja, Navin Goyal
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Investigating Hiring Bias in Large Language Models
Akshaj Kumar Veldanda, Fabian Grob, Shailja Thakur, Hammond Pearce, Benjamin Tan, Ramesh Karri, Siddharth Garg
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Mindstorms in Natural Language-Based Societies of Mind
Mingchen Zhuge, Haozhe Liu, Francesco Faccio, Dylan R. Ashley, Róbert Csordás, Anand Gopalakrishnan, Abdullah Hamdi, Hasan Abed Al Kader Hammoud, Vincent Herrmann, Kazuki Irie, Louis Kirsch, Bing Li, Guohao Li, Shuming Liu, Jinjie Mai, Piotr Piękos, Aditya Ramesh, Imanol Schlag, Weimin Shi, Aleksandar Stanić et al. (6 additional authors not shown)
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Oral
- Readers: Everyone
Group Preference Optimization: Few-Shot Alignment of Large Language Models
Siyan Zhao, John Dang, Aditya Grover
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Quantifying Uncertainty in Natural Language Explanations of Large Language Models
Sree Harsha Tanneru, Chirag Agarwal, Himabindu Lakkaraju
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Spotlight
- Readers: Everyone
Visual Cropping Improves Zero-Shot Question Answering of Multimodal Large Language Models
Jiarui Zhang, Mahyar Khayatkhoei, Prateek Chhikara, Filip Ilievski
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Divide and Conquer: Two-Level Problem Remodeling for Large-Scale Few-Shot Learning
Mohamadreza Fereydooni, Hosein Hasani, Ali Razghandi, Mahdieh Soleymani Baghshah
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Neural Sandbox Framework for Classification: A Concept Based Method of Leveraging LLMs for Text Classification
Mostafa Mushsharat, Nabeel Mohammed, Mohammad Ruhul Amin
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Teaching language models with canonical examples
John Hewitt, Sarah Li Chen, Percy Liang, Christopher D Manning
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Oral
- Readers: Everyone
Provable Robust Watermarking for AI-Generated Text
Xuandong Zhao, Prabhanjan Vijendra Ananth, Lei Li, Yu-Xiang Wang
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Tensor Trust: Interpretable Prompt Injection Attacks from an Online Game
Sam Toyer, Olivia Watkins, Ethan Adrian Mendes, Justin Svegliato, Luke Bailey, Tiffany Wang, Isaac Ong, Karim Elmaaroufi, Pieter Abbeel, Trevor Darrell, Alan Ritter, Stuart Russell
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Spotlight
- Readers: Everyone
CLIPA-v2: Scaling CLIP Training with 81.1% Zero-shot ImageNet Accuracy within a $10,000 Budget
Xianhang Li, Zeyu Wang, Cihang Xie
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation
Chen Dun, Mirian Del Carmen Hipolito Garcia, Guoqing Zheng, Ahmed Hassan Awadallah, Anastasios Kyrillidis, Robert Sim
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Analyzing ChatGPT’s Behavior Shifts Over Time
Lingjiao Chen, Matei Zaharia, James Zou
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Zero-shot Improvement of Object Counting with CLIP
Ruisu Zhang, Yicong Chen, Kangwook Lee
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
InstructEval: Systematic Evaluation of Instruction Selection Methods
Anirudh Ajith, Mengzhou Xia, Ameet Deshpande, Karthik R Narasimhan
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Spotlight
- Readers: Everyone
Coded Prompts for Large Language Models
Ziqian Lin, Yicong Chen, Yuchen Zeng, Kangwook Lee
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
How Do Large Multimodal Models Really Fare in Classical Vision Few-Shot Challenges? A Deep Dive
Qing Guo, Prashan Wanigasekara, Jian Zheng, Jacob Zhiyuan Fang, Xinwei Deng, Chenyang Tao
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Understanding the Vulnerability of CLIP to Image Compression
Cangxiong Chen, Vinay P. Namboodiri, Julian Padget
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Evoke: Evoking Critical Thinking Abilities in LLMs via Reviewer-Author Prompt Editing
Xinyu Hu, Pengfei Tang, Simiao Zuo, Zihan Wang, Bowen Song, Qiang Lou, Jian Jiao, Denis X Charles
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Fooling GPT with adversarial in-context examples for text classification
Sudhanshu Ranjan, Chung-En Sun, Linbo Liu, Tsui-Wei Weng
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
Stepwise Inference in Transformers: Exploring a Synthetic Graph Navigation Task
Mikail Khona, Maya Okawa, Rahul Ramesh, Kento Nishi, Robert P. Dick, Ekdeep Singh Lubana, Hidenori Tanaka
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Omar Khattab, Arnav Singhvi, Paridhi Maheshwari, Zhiyuan Zhang, Keshav Santhanam, Sri Vardhamanan A, Saiful Haq, Ashutosh Sharma, Thomas T. Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, Christopher Potts
- Published: 01 Nov 2023, Last Modified: 12 Dec 2023
- R0-FoMo Poster
- Readers: Everyone