CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examplesby Jianrui Zhang, Mu Cai,…
Query-Based Adversarial Prompt Generationby Jonathan Hayase, Ema Borevkovic, Nicholas Carlini, Florian Tramèr, Milad NasrFirst submitted…
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Modelsby Christian Schlarmann,…
Enabling Weak LLMs to Judge Response Reliability via Meta Rankingby Zijun Liu, Boqun Kou, Peng…
SPML: A DSL for Defending Language Models Against Prompt Attacksby Reshabh K Sharma, Vinayak Gupta,…
Aligning Modalities in Vision Large Language Models via Preference Fine-tuningby Yiyang Zhou, Chenhang Cui, Rafael…
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Modelsby Sijia Chen, Baochun Li, Di…
CultureLLM: Incorporating Cultural Differences into Large Language Modelsby Cheng Li, Mengzhou Chen, Jindong Wang, Sunayana…
Measuring and Controlling Instruction (In)Stability in Language Model Dialogsby Kenneth Li, Tianle Liu, Naomi Bashkansky,…
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Missby Yuri…