Academic

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Academic · 1 min

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling

arXiv:2604.05445v1 Announce Type: new Abstract: Vision-language reward modeling faces a dilemma: generative approaches are interpretable but slow, while discriminative ones are efficient but act as …

Qiyuan Chen, Hongsen Huang, Jiahe Chen, Qian Shao, Jintai Chen, Hongxia Xu, Renjie Hua, Chuan Ren, Jian Wu

36 views Apr 8

Academic · 1 min

What Makes a Good Response? An Empirical Analysis of Quality in Qualitative Interviews

arXiv:2604.05163v1 Announce Type: new Abstract: Qualitative interviews provide essential insights into human experiences when they elicit high-quality responses. While qualitative and NLP researchers have proposed …

Jonathan Ivey, Anjalie Field, Ziang Xiao

29 views Apr 8

Academic · 1 min

Beneath the Surface: Investigating LLMs' Capabilities for Communicating with Subtext

arXiv:2604.05273v1 Announce Type: new Abstract: Human communication is fundamentally creative, and often makes use of subtext -- implied meaning that goes beyond the literal content …

Kabir Ahuja, Yuxuan Li, Andrew Kyle Lampinen

36 views Apr 8

Academic · 1 min

Multi-Drafter Speculative Decoding with Alignment Feedback

arXiv:2604.05417v1 Announce Type: new Abstract: Speculative decoding (SD) accelerates large language model (LLM) inference by using a smaller model to draft future tokens, which are …

Taehyeon Kim, Hojung Jung, Se-Young Yun

42 views Apr 8

Academic · 1 min

TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems

arXiv:2604.05364v1 Announce Type: new Abstract: We introduce TFRBench, the first benchmark designed to evaluate the reasoning capabilities of forecasting systems. Traditionally, time-series forecasting has been …

Md Atik Ahamed, Mihir Parmar, Palash Goyal, Yiwen Song, Long T. Le, Qiang Cheng, Chun-Liang Li, Hamid Palangi, Jinsung Yoon, Tomas Pfister

31 views Apr 8

Academic · 1 min

Multi-Agent Pathfinding with Non-Unit Integer Edge Costs via Enhanced Conflict-Based Search and Graph Discretization

arXiv:2604.05416v1 Announce Type: new Abstract: Multi-Agent Pathfinding (MAPF) plays a critical role in various domains. Traditional MAPF methods typically assume unit edge costs and single-timestep …

Hongkai Fan, Qinjing Xie, Bo Ouyang, Yaonan Wang, Zhi Yan, Jiawen He, Zheng Fang

28 views Apr 8

Academic · 1 min

PCA-Driven Adaptive Sensor Triage for Edge AI Inference

arXiv:2604.05045v1 Announce Type: new Abstract: Multi-channel sensor networks in industrial IoT often exceed available bandwidth. We propose PCA-Triage, a streaming algorithm that converts incremental PCA …

Ankit Hemant Lade, Sai Krishna Jasti, Nikhil Sinha, Indar Kumar, Akanksha Tiwari

36 views Apr 8

Academic · 1 min

Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification

arXiv:2604.05302v1 Announce Type: new Abstract: Text simplification supports second language (L2) learning by providing comprehensible input, consistent with the Input Hypothesis. However, constructing personalized parallel …

Jinhong Jeong, Junghun Park, Youngjae Yu

33 views Apr 8

Academic · 1 min

Content Fuzzing for Escaping Information Cocoons on Digital Social Media

arXiv:2604.05461v1 Announce Type: new Abstract: Information cocoons on social media limit users' exposure to posts with diverse viewpoints. Modern platforms use stance detection as an …

Yifeng He, Ziye Tang, Hao Chen

46 views Apr 8

Academic · 1 min

Context-Agent: Dynamic Discourse Trees for Non-Linear Dialogue

arXiv:2604.05552v1 Announce Type: new Abstract: Large Language Models demonstrate outstanding performance in many language tasks but still face fundamental challenges in managing the non-linear flow …

Junan Hu, Shudan Guo, Wenqi Liu, Jianhua Yin, Yinwei Wei

34 views Apr 8

Academic · 1 min

Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors

arXiv:2604.05165v1 Announce Type: new Abstract: Reconfigurable Intelligent Surfaces (RIS) has a potential to engineer smart radio environments for next-generation millimeter-wave (mmWave) networks. However, the prohibitive …

Hieu Le, Mostafa Ibrahim, Oguz Bedir, Jian Tao, Sabit Ekin

45 views Apr 8

Academic · 1 min

ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning

arXiv:2604.05355v1 Announce Type: new Abstract: Chain-of-thought (CoT) reasoning improves large language model performance on complex tasks, but often produces excessively long and inefficient reasoning traces. …

Xuan Xiong, Huan Liu, Li Gu, Zhixiang Chi, Yue Qiu, Yuanhao Yu, Yang Wang

60 views Apr 8

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Academic

Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling

What Makes a Good Response? An Empirical Analysis of Quality in Qualitative Interviews

Beneath the Surface: Investigating LLMs' Capabilities for Communicating with Subtext

Multi-Drafter Speculative Decoding with Alignment Feedback

TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems

Multi-Agent Pathfinding with Non-Unit Integer Edge Costs via Enhanced Conflict-Based Search and Graph Discretization

PCA-Driven Adaptive Sensor Triage for Edge AI Inference

Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification

Content Fuzzing for Escaping Information Cocoons on Digital Social Media

Context-Agent: Dynamic Discourse Trees for Non-Linear Dialogue

Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors

ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning

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