Papers
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.
A Structured Clustering Approach for Inducing Media Narratives
Rohan Das, Advait Deshmukh, Alexandria Leto et al.
GraphSynth: Resolving the Diversity-Reliability Trade-off with Probabilistic Factor Graphs
Zehua Cheng, Wei Dai, Jiahao Sun et al.
Effects of Collaboration on the Performance of Interactive Theme Discovery Systems
Alvin Po-Chun Chen, Rohan Das, Dananjay Srinivas et al.
GCA Framework: A GCC Countries–Grounded Dataset and Agentic Pipeline for Climate Decision Support
Muhammad Umer Sheikh, Khawar Shehzad, Salman Khan et al.
LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval
He Cheng, Yifu Wu, Saksham Khatwani et al.
The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP
Sheriff Issaka, Keyi Wang, Yinka Ajibola et al.
LLMSurgeon: Diagnosing Data Mixture of Large Language Models
Yaxin Luo, Jiacheng Cui, Xiaohan Zhao et al.
HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation
Mingxuan Li, Hanchen Li, Chenhao Tan
Empowering Multi-Turn Tool-Integrated Agentic Reasoning with Group Turn Policy Optimization
Yifeng Ding, Hung Le, Songyang Han et al.
A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning
Tianyu Yang, Sihong Wu, Yilun Zhao et al.