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• Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search

  Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang

  31726-31733

  2026-03-14

• ENCORE: Entropy-guided Reward Composition for Multi-head Safety Reward Models

  Xiaomin Li, Xupeng Chen, Jingxuan Fan, Eric Hanchen Jiang, Mingye Gao

  31743-31750

  2026-03-14

• Do LLMs Feel? Teaching Emotion Recognition with Prompts, Retrieval, and Curriculum Learning

  Xinran Li, Yu Liu, Jiaqi Qiao, Xiujuan Xu

  31778-31786

  2026-03-14

• DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis

  Yinghao Aaron Li, Xilin Jiang, Fei Tao, Cheng Niu, Kaifeng Xu, Juntong Song, Nima Mesgarani

  31814-31822

  2026-03-14

• AgentSwift: Efficient LLM Agent Design via Value-Guided Hierarchical Search

  Yu Li, Lehui Li, Zhihao Wu, Qingmin Liao, Jianye HAO, Kun Shao, Fengli Xu

  31843-31851

  2026-03-14

• Towards Better Code Understanding in Decoder-Only Models with Contrastive Learning

  Jiayi Lin, Yanlin Wang, Yibiao Yang, Lei Zhang, Yutao Xie

  32006-32014

  2026-03-14

• Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data

  Jiacheng Liu, Mayi Xu, Qiankun Pi, Wenli Li, Ming Zhong, Yuanyuan Zhu, Mengchi Liu, Tieyun Qian

  32060-32068

  2026-03-14

• Dynamic-Static Synergistic Selection Method for Candidate Code Solutions with Generated Test Cases

  Ren-Biao Liu, Jiang-Tian Xue, Chao-Zeng Ma, Hui Sun, Xin-Ye Li, Ming Li

  32096-32104

  2026-03-14

• LLM Collaboration with Multi-Agent Reinforcement Learning

  Shuo Liu, Zeyu Liang, Xueguang Lyu, Christopher Amato

  32150-32158

  2026-03-14

• From Detection to Diagnosis: Advancing Hallucination Analysis with Automated Data Synthesis

  Yanyi Liu, Qingwen Yang, Tiezheng Guo, Feiyu Qu, Jun Liu, Yingyou Wen

  32222-32230

  2026-03-14

• Judge Q: Trainable Queries for Optimized Information Retention in KV Cache Eviction

  Yijun Liu, Yixuan Wang, Yuzhuang Xu, Shiyu Ji, Yang Xu, Qingfu Zhu, Wanxiang Che

  32240-32248

  2026-03-14

• MCTSr-Zero: Self-Reflective Psychological Counseling Dialogues Generation via Principles and Adaptive Exploration

  Hao Lu, Yanchi Gu, Haoyuan Huang, Yulin Zhou, Ningxin Zhu, Chen Li

  32320-32328

  2026-03-14

• DEALT: LLM-driven Diversity-Enhanced Data Augmentation for Long-Tail Text Classification

  Wayne Lu, Xiaoxi Cui

  32338-32346

  2026-03-14

• SpecDetect: Simple, Fast, and Training-Free Detection of LLM-Generated Text via Spectral Analysis

  Haitong Luo, Weiyao Zhang, Suhang Wang, Wenji Zou, Chungang Lin, Xuying Meng, Yujun Zhang

  32356-32364

  2026-03-14

• Cueing Without Gapping: Cuer-Independent Cued Speech Recognition Powered by Cross-Cuer Invariant Modeling

  Fengji Ma, Chenxing Li, Li Liu

  32410-32418

  2026-03-14

• ProgRAG: Hallucination-Resistant Progressive Retrieval and Reasoning over Knowledge Graphs

  Minbae Park, Hyemin Yang, Jeonghyun Kim, Kunsoo Park, Hyunjoon Kim

  32674-32682

  2026-03-14

• WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking

  Shinwoo Park, Hyejin Park, Hyeseon Ahn, Yo-Sub Han

  32683-32691

  2026-03-14

• PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMs

  Zhan Qu, Shuzhou Yuan, Michael Färber

  32764-32772

  2026-03-14

• SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling

  Md Imbesat Hassan Rizvi, Xiaodan Zhu, Iryna Gurevych

  32808-32816

  2026-03-14

• Anchor Watermark: Robust Attribution for Diffusion-based Text-to-Audio Model

  Xianjin Rong, Donghui Hu

  32817-32825

  2026-03-14

• Constructing Superior Representations Beyond the Original Documents via a Contrastive Gaussian Fusion Network for Clustering

  Ao Shen, Ruizhang Huang, Jingjing Xue, Ruina Bai

  32911-32919

  2026-03-14

• Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning

  Shuzheng Si, Haozhe Zhao, Cheng Gao, Yuzhuo Bai, Zhitong Wang, Bofei Gao, Kangyang Luo, Wenhao Li, Yufei Huang, Gang Chen, Fanchao Qi, Minjia Zhang, Baobao Chang, Maosong Sun

  33001-33009

  2026-03-14

• Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction

  Ruike Song, Zeen Song, Huijie Guo, Wenwen Qiang

  33019-33027

  2026-03-14

• Enhancing Pre-training Data Detection in LLMs Through Discriminative and Symmetric Prefix Selection

  Kai Sun, Yuxin Lin, Bo Dong, Jingyao Zhang, Bin Shi

  33100-33107

  2026-03-14

• ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversations

  An Quang Tang, Xiuzhen Zhang, Minh Ngoc Dinh, Zhuang Li

  33205-33213

  2026-03-14