Title
Optimizing Safe and Aligned Language Generation: A Multi-Objective GRPO Approach Xuying Li Zhuo Li Yuji Kosuga Victor Bian 84 3 0 26 Mar 2025
LLM Agents for Education: Advances and Applications Zhendong Chu Shen Wang Jian Xie Tinghui Zhu Yibo Yan ... Aoxiao Zhong Xuming Hu Jing Liang Philip S. Yu Qingsong Wen LLMAG ELM 128 4 0 14 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 95 52 1 13 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 156 52 0 10 Mar 2025
Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable Tiansheng Huang Sihao Hu Fatih Ilhan Selim Furkan Tekin Zachary Yahn Yichang Xu Ling Liu 95 16 0 01 Mar 2025
RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete Yuheng Ji Huajie Tan Jiayu Shi Xiaoshuai Hao Yuan Zhang ... Huaihai Lyu Xiaolong Zheng Jiaming Liu Zhongyuan Wang Shanghang Zhang 122 12 0 28 Feb 2025
Adversary-Aware DPO: Enhancing Safety Alignment in Vision Language Models via Adversarial Training Fenghua Weng Jian Lou Jun Feng Minlie Huang Wenjie Wang AAML 119 2 0 17 Feb 2025
VLM-Guard: Safeguarding Vision-Language Models via Fulfilling Safety Alignment Gap Qin Liu Fei Wang Chaowei Xiao Mengzhao Chen 46 2 0 14 Feb 2025
GuardReasoner: Towards Reasoning-based LLM Safeguards Yue Liu Hongcheng Gao Shengfang Zhai Jun Xia Tianyi Wu Zhiwei Xue Yuxiao Chen Kenji Kawaguchi Jiaheng Zhang Bryan Hooi AI4TS LRM 169 20 0 30 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 300 1,503 0 22 Jan 2025
Aegis2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM Guardrails Shaona Ghosh Prasoon Varshney Makesh Narsimhan Sreedhar Aishwarya Padmakumar Traian Rebedea Jibin Rajan Varghese Christopher Parisien 88 14 0 15 Jan 2025
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 83 6 0 03 Nov 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 92 11 0 09 Oct 2024
Backdooring Vision-Language Models with Out-Of-Distribution Data Weimin Lyu Jiachen Yao Saumya Gupta Lu Pang Tao Sun Lingjie Yi Lijie Hu Haibin Ling Chao Chen VLM AAML 80 4 0 02 Oct 2024
TrojVLM: Backdoor Attack Against Vision Language Models Weimin Lyu Lu Pang Tengfei Ma Haibin Ling Chao Chen MLLM 50 8 0 28 Sep 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 107 29 0 17 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 69 17 0 11 Jun 2024
Safeguarding Vision-Language Models Against Patched Visual Prompt Injectors Jiachen Sun Changsheng Wang Jiong Wang Yiwei Zhang Chaowei Xiao AAML VLM 63 4 0 17 May 2024
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models Yifan Li Hangyu Guo Kun Zhou Wayne Xin Zhao Ji-Rong Wen 78 48 0 14 Mar 2024
AdaShield: Safeguarding Multimodal Large Language Models from Structure-based Attack via Adaptive Shield Prompting Yu Wang Xiaogeng Liu Yu-Feng Li Muhao Chen Chaowei Xiao AAML 48 55 0 14 Mar 2024
InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance Pengyu Wang Dong Zhang Linyang Li Chenkun Tan Xinghao Wang Ke Ren Botian Jiang Xipeng Qiu LLMSV 49 45 0 20 Jan 2024
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations Hakan Inan Kartikeya Upasani Jianfeng Chi Rashi Rungta Krithika Iyer ... Michael Tontchev Qing Hu Brian Fuller Davide Testuggine Madian Khabsa AI4MH 84 423 0 07 Dec 2023
SimpleSafetyTests: a Test Suite for Identifying Critical Safety Risks in Large Language Models Bertie Vidgen Nino Scherrer Hannah Rose Kirk Rebecca Qian Anand Kannappan Scott A. Hale Paul Röttger ALM ELM 71 28 0 14 Nov 2023
FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts Yichen Gong Delong Ran Jinyuan Liu Conglei Wang Tianshuo Cong Anyu Wang Sisi Duan Xiaoyun Wang MLLM 173 143 0 09 Nov 2023
HOD: A Benchmark Dataset for Harmful Object Detection Eungyeom Ha Heemook Kim Sung Chul Hong Dongbin Na 82 8 0 08 Oct 2023
Mitigating the Alignment Tax of RLHF Yong Lin Hangyu Lin Wei Xiong Shizhe Diao Zeming Zheng ... Han Zhao Nan Jiang Heng Ji Yuan Yao Tong Zhang MoMe CLL 50 75 0 12 Sep 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 829 13,788 0 15 Mar 2023
A Holistic Approach to Undesired Content Detection in the Real World Todor Markov Chong Zhang Sandhini Agarwal Tyna Eloundou Teddy Lee Steven Adler Angela Jiang L. Weng 38 228 0 05 Aug 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 300 3,458 0 29 Apr 2022
A General Language Assistant as a Laboratory for Alignment Amanda Askell Yuntao Bai Anna Chen Dawn Drain Deep Ganguli ... Tom B. Brown Jack Clark Sam McCandlish C. Olah Jared Kaplan ALM 100 762 0 01 Dec 2021
MOMENTA: A Multimodal Framework for Detecting Harmful Memes and Their Targets Shraman Pramanick Shivam Sharma Dimitar Dimitrov Md. Shad Akhtar Preslav Nakov Tanmoy Chakraborty 50 126 0 11 Sep 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 760 28,659 0 26 Feb 2021
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes Douwe Kiela Hamed Firooz Aravind Mohan Vedanuj Goswami Amanpreet Singh Pratik Ringshia Davide Testuggine 72 601 0 10 May 2020