Title
KETCHUP: K-Step Return Estimation for Sequential Knowledge Distillation Jiabin Fan Guoqing Luo Michael Bowling Lili Mou OffRL 68 0 0 26 Apr 2025
Graph of Attacks: Improved Black-Box and Interpretable Jailbreaks for LLMs Mohammad Akbar-Tajari Mohammad Taher Pilehvar Mohammad Mahmoody AAML 48 0 0 26 Apr 2025
Meta-Learning in Self-Play Regret Minimization David Sychrovský Martin Schmid Michal Sustr Michael Bowling 23 0 0 26 Apr 2025
Think, Prune, Train, Improve: Scaling Reasoning without Scaling Models Caia Costello Simon Guo Anna Goldie Azalia Mirhoseini ReLM SyDa LRM 111 1 0 25 Apr 2025
AI Awareness Xianrui Li Haoyuan Shi Rongwu Xu Wei Xu 59 0 0 25 Apr 2025
Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu G. Papanastasiou Yingying Fang Guang Yang MedIm OffRL LRM 65 0 0 25 Apr 2025
Spark: A System for Scientifically Creative Idea Generation Aishik Sanyal Samuel Schapiro Sumuk Shashidhar Royce Moon Lav R. Varshney Dilek Hakkani-Tur LRM 38 0 0 25 Apr 2025
Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization Wataru Kawakami Keita Suzuki Junichiro Iwasawa LRM 75 0 0 25 Apr 2025
Aligning Language Models for Icelandic Legal Text Summarization Þórir Hrafn Harðarson Hrafn Loftsson Stefán Ólafsson AILaw AI4TS ELM 80 0 0 25 Apr 2025
TLoRA: Tri-Matrix Low-Rank Adaptation of Large Language Models Tanvir Islam AI4CE 50 0 0 25 Apr 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 61 0 0 25 Apr 2025
Evaluating Evaluation Metrics -- The Mirage of Hallucination Detection Atharva Kulkarni Yuan-kang Zhang Joel Ruben Antony Moniz Xiou Ge Bo-Hsiang Tseng Dhivya Piraviperumal Siyang Song Hong-ye Yu HILM 86 0 0 25 Apr 2025
Redefining Superalignment: From Weak-to-Strong Alignment to Human-AI Co-Alignment to Sustainable Symbiotic Society Feifei Zhao Y. Wang Enmeng Lu Dongcheng Zhao Bing Han ... Chao Liu Yaodong Yang Yi Zeng Boyuan Chen Jinyu Fan 83 0 0 24 Apr 2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Zihan Wang Kaixin Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 89 4 0 24 Apr 2025
Safety in Large Reasoning Models: A Survey Cheng Wang Yong Liu Yangqiu Song Duzhen Zhang ZeLin Li Junfeng Fang Bryan Hooi LRM 165 1 0 24 Apr 2025
Tempo: Application-aware LLM Serving with Mixed SLO Requirements Wei Zhang Zhiyu Wu Yi Mu Banruo Liu Myungjin Lee Fan Lai 58 0 0 24 Apr 2025
PIS: Linking Importance Sampling and Attention Mechanisms for Efficient Prompt Compression Lizhe Chen Binjia Zhou Yuyao Ge Jiayi Chen Shiguang NI 148 1 0 23 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 29 0 0 23 Apr 2025
Target Concrete Score Matching: A Holistic Framework for Discrete Diffusion Ruixiang Zhang Shuangfei Zhai Yizhe Zhang James Thornton Zijing Ou Joshua M. Susskind Navdeep Jaitly DiffM 35 0 0 23 Apr 2025
Safety Pretraining: Toward the Next Generation of Safe AI Pratyush Maini Sachin Goyal Dylan Sam Alex Robey Yash Savani Yiding Jiang Andy Zou Zacharcy C. Lipton J. Zico Kolter 63 0 0 23 Apr 2025
Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Hannah Cyberey David E. Evans LLMSV 76 0 0 23 Apr 2025
Enhancing LLM-Based Agents via Global Planning and Hierarchical Execution Junjie Chen Yiming Li Jingli Yang Yong Liu Qingyao Ai LLMAG 87 0 0 23 Apr 2025
Param $Δ$ for Direct Weight Mixing: Post-Train Large Language Model at Zero Cost Sheng Cao Mingrui Wu Karthik Prasad Yuandong Tian Zechun Liu MoMe 82 0 0 23 Apr 2025
Private Federated Learning using Preference-Optimized Synthetic Data Charlie Hou Mei-Yu Wang Yige Zhu Daniel Lazar Giulia Fanti FedML Presented at ResearchTrend Connect \| FedML on 07 May 2025 59 0 0 23 Apr 2025
Planning with Diffusion Models for Target-Oriented Dialogue Systems Hanwen Du B. Peng Xia Ning 25 0 0 23 Apr 2025
ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models using Pareto High-quality Data Haoran Gu Handing Wang Yi Mei Mengjie Zhang Yaochu Jin 27 1 0 23 Apr 2025
GreenMind: A Next-Generation Vietnamese Large Language Model for Structured and Logical Reasoning Luu Quy Tung Hoang Quoc Viet Vo Trong Thu LRM 32 0 0 23 Apr 2025
Generative AI for Research Data Processing: Lessons Learnt From Three Use Cases Modhurita Mitra Martine G. de Vos Nicola Cortinovis Dawa Ometto 26 0 0 22 Apr 2025
Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations Y. Zhou Juan Wen Wanli Peng Yiming Xue Ziwei Zhang Zhengxian Wu AAML 33 0 0 22 Apr 2025
TrustGeoGen: Scalable and Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving Daocheng Fu Zijun Chen Renqiu Xia Qi Liu Yuan Feng ... Peng Gao Junchi Yan Botian Shi Bo Zhang Yu Qiao 33 0 0 22 Apr 2025
The Bitter Lesson Learned from 2,000+ Multilingual Benchmarks Minghao Wu Weixuan Wang Sinuo Liu Huifeng Yin Xintong Wang Yu Zhao Chenyang Lyu Longyue Wang Weihua Luo Kaifu Zhang ELM 79 0 0 22 Apr 2025
SimulS2S-LLM: Unlocking Simultaneous Inference of Speech LLMs for Speech-to-Speech Translation Keqi Deng Wenxi Chen Xie Chen P. Woodland 43 0 0 22 Apr 2025
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Junshu Pan Wei Shen Shulin Huang Qiji Zhou Yue Zhang 74 0 0 22 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 147 2 0 22 Apr 2025
Dynamic Early Exit in Reasoning Models Chenxu Yang Qingyi Si Yongjie Duan Zheliang Zhu Chenyu Zhu Zheng-Shen Lin Zheng Lin Li Cao Weiping Wang ReLM LRM 37 0 0 22 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu Xuben Wang Xiangnan He 123 0 0 22 Apr 2025
Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions Saffron Huang Esin Durmus Miles McCain Kunal Handa Alex Tamkin Jerry Hong Michael Stern Arushi Somani Xiuruo Zhang Deep Ganguli VLM 53 1 0 21 Apr 2025
DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution Miaomiao Cai Simiao Li Wei Li X. Y. Huang Hanting Chen Jie Hu Yunhe Wang 27 0 0 21 Apr 2025
In-context Ranking Preference Optimization Junda Wu Rohan Surana Zhouhang Xie Yiran Shen Yu Xia Tong Yu Ryan A. Rossi Prithviraj Ammanabrolu Julian McAuley 40 0 0 21 Apr 2025
Integrating Symbolic Execution into the Fine-Tuning of Code-Generating LLMs Marina Sakharova Abhinav Anand Mira Mezini 59 0 0 21 Apr 2025
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen Jun Wang Weinan Zhang OffRL 31 0 0 21 Apr 2025
Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning Jie Cheng Ruixi Qiao Lijun Li Chao Guo Jianmin Wang Gang Xiong Yisheng Lv Fei-Yue Wang LRM 157 3 0 21 Apr 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators Yilun Zhou Austin Xu Peifeng Wang Caiming Xiong Shafiq R. Joty ELM ALM LRM 53 2 0 21 Apr 2025
Establishing Reliability Metrics for Reward Models in Large Language Models Yizhou Chen Yawen Liu Xuesi Wang Qingtao Yu Guangda Huzhang Anxiang Zeng Han Yu Zhiming Zhou 30 0 0 21 Apr 2025
Reinforcement Learning from Multi-level and Episodic Human Feedback Muhammad Qasim Elahi Somtochukwu Oguchienti Maheed H. Ahmed Mahsa Ghasemi OffRL 50 0 0 20 Apr 2025
A Framework for Benchmarking and Aligning Task-Planning Safety in LLM-Based Embodied Agents Yuting Huang Leilei Ding ZhiPeng Tang Tianfu Wang Xinrui Lin Weinan Zhang Mingxiao Ma Yanyong Zhang LLMAG 40 0 0 20 Apr 2025
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey Ahsan Bilal Muhammad Ahmed Mohsin Muhammad Umer Muhammad Awais Khan Bangash Muhammad Ali Jamshed LLMAG LRM AI4CE 56 0 0 20 Apr 2025
An LLM-enabled Multi-Agent Autonomous Mechatronics Design Framework Zeyu Wang Frank P.-W. Lo Qian Chen Yongqi Zhang Chen Lin Xu Chen Zhenhua Yu Alexander J. Thompson Eric M. Yeatman Benny Lo AI4CE 26 0 0 20 Apr 2025
LoRe: Personalizing LLMs via Low-Rank Reward Modeling Avinandan Bose Zhihan Xiong Yuejie Chi Simon S. Du Lin Xiao Maryam Fazel 33 0 0 20 Apr 2025
SUDO: Enhancing Text-to-Image Diffusion Models with Self-Supervised Direct Preference Optimization Liang Peng Boxi Wu Haoran Cheng Yibo Zhao Xiaofei He 36 0 0 20 Apr 2025