Papers
Explain the Synth: Interpretable Evaluation of LLM Data Synthesis
Yue Yang, Fan Yang, Yu Bai et al.
RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization
Yihong Dong, Xue Jiang, Yongding Tao et al.
How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation
Junjie Liao, Huacong Tang, Zhou Ziheng et al.
Credal Concept Bottleneck Models for Epistemic–Aleatoric Uncertainty Decomposition
Tanmoy Mukherjee, Thomas Bailleux, Pierre Marquis et al.
AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse
Jie Ou, Jinyu Guo, Shiyao Guo et al.
Thinking Alignment of Scenario-Oriented User Simulation
Xiaoting Wu, Yi Huang, Chunyang Gao et al.
AutoRAN: Automated Hijacking of Safety Reasoning in Large Reasoning Models
Jiacheng Liang, Tanqiu Jiang, Yuhui Wang et al.
Value of Information: A Framework for Human–Agent Communication
Yijiang River Dong, Tiancheng Hu, Zheng Hui et al.
Reasoning Traces Shape Outputs but Models Won’t Say So
Yijie Hao, Lingjie Chen, Ali Emami et al.
ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System
Jiacheng Liang, Yao Ma, Tharindu Kumarage et al.
GUIDE: Towards Scalable Advising for Research Ideas
Yaowenqi Liu, BingXu Meng, Rui Pan et al.
TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs
Sibo Xiao, Fu Jinyuan, Zhongle Xie et al.
MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following
Mohammad Mahdi Salmani-Zarchi, Zahra Rahimi, Heshaam Faili et al.
BioProAgent: Neuro-Symbolic Grounding for Constrained Scientific Planning
Yuyang Liu, Jingya Wang, Liuzhenghao Lv et al.
CoDial: Interpretable Task-Oriented Dialogue Systems Through Dialogue Flow Alignment
Radin Shayanfar, Chu Fei Luo, Rohan V Bhambhoria et al.
Estimating the Black-box LLM Uncertainty with Distribution-Aligned Adversarial Distillation
Huizi Cui, Huan Ma, Qilin Wang et al.
Advancing Reasoning in Diffusion Language Models with Denoising Process Rewards
Shaoan Xie, Lingjing Kong, Xiangchen Song et al.
JW-SVD: Bridging the Cross-Modal Mismatch in Post-Training MLLM Compression
Runchao Li, Yao Fu, Mu Sheng et al.
TLPO: Token-Level Policy Optimization for Mitigating Language Confusion in Large Language Models
Jinho Choo, JunSeung Lee, Jimyeong Kim et al.
Uncertainty-Aware Test-Time Search for Optimization Problem Solving
Linlin Yu, Xujiang Zhao, Dong Li et al.
AdaFuse: Adaptive Ensemble Decoding for Large Language Models
Chengming Cui, Tianxin Wei, Ziyi Chen et al.
EDUMATH: Generating Standards-aligned Educational Math Word Problems
Bryan R Christ, Penelope Molitz, Beau LeBlond et al.
SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs
Mohamed Shaaban, Mohamed Elmahallawy
ACBQ: Adaptive Cross-Block Quantization of Large Language Models
Hailing Wang, Jianglin Lu, Yitian Zhang et al.