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Academic · 1 min

Synthetic Data Generation for Brain-Computer Interfaces: Overview, Benchmarking, and Future Directions

arXiv:2603.12296v1 Announce Type: cross Abstract: Deep learning has achieved transformative performance across diverse domains, largely driven by the large-scale, high-quality training data. In contrast, the …

Ziwei Wang, Zhentao He, Xingyi He, Hongbin Wang, Tianwang Jia, Jingwei Luo, Siyang Li, Xiaoqing Chen, Dongrui Wu

30 views Mar 17

Academic · 1 min

An ethical framework for conversational AI in higher education: toward an evidence-based ethical governance

Mohammad Mohi Uddin

21 views Mar 17

Academic · 1 min

Beyond Final Answers: CRYSTAL Benchmark for Transparent Multimodal Reasoning Evaluation

arXiv:2603.13099v1 Announce Type: new Abstract: We introduce **CRYSTAL** (*__C__lear __R__easoning via __Y__ielded __S__teps, __T__raceability and __L__ogic*), a diagnostic benchmark with 6,372 instances that evaluates multimodal …

Wayner Barrios, SouYoung Jin

29 views Mar 17

Academic · 1 min

Aligning Language Models from User Interactions

arXiv:2603.12273v1 Announce Type: cross Abstract: Multi-turn user interactions are among the most abundant data produced by language models, yet we lack effective methods to learn …

Thomas Kleine Buening, Jonas H\"ubotter, Barna P\'asztor, Idan Shenfeld, Giorgia Ramponi, Andreas Krause

14 views Mar 17

Academic · 1 min

AI Planning Framework for LLM-Based Web Agents

arXiv:2603.12710v1 Announce Type: new Abstract: Developing autonomous agents for web-based tasks is a core challenge in AI. While Large Language Model (LLM) agents can interpret …

Orit Shahnovsky, Rotem Dror

14 views Mar 17

Academic · 1 min

HCP-DCNet: A Hierarchical Causal Primitive Dynamic Composition Network for Self-Improving Causal Understanding

arXiv:2603.12305v1 Announce Type: cross Abstract: The ability to understand and reason about cause and effect -- encompassing interventions, counterfactuals, and underlying mechanisms -- is a …

Ming Lei, Shufan Wu, Christophe Baehr

36 views Mar 17

Academic · 1 min

Developing and evaluating a chatbot to support maternal health care

arXiv:2603.13168v1 Announce Type: new Abstract: The ability to provide trustworthy maternal health information using phone-based chatbots can have a significant impact, particularly in low-resource settings …

Smriti Jha, Vidhi Jain, Jianyu Xu, Grace Liu, Sowmya Ramesh, Jitender Nagpal, Gretchen Chapman, Benjamin Bellows, Siddhartha Goyal, Aarti Singh, Bryan Wilder

17 views Mar 17

Academic · 1 min

When Right Meets Wrong: Bilateral Context Conditioning with Reward-Confidence Correction for GRPO

arXiv:2603.13134v1 Announce Type: new Abstract: Group Relative Policy Optimization (GRPO) has emerged as an effective method for training reasoning models. While it computes advantages based …

Yu Li, Tian Lan, Zhengling Qi

25 views Mar 17

Academic · 1 min

VQQA: An Agentic Approach for Video Evaluation and Quality Improvement

arXiv:2603.12310v1 Announce Type: cross Abstract: Despite rapid advancements in video generation models, aligning their outputs with complex user intent remains challenging. Existing test-time optimization methods …

Yiwen Song, Tomas Pfister, Yale Song

23 views Mar 17

Academic · 1 min

A Geometrically-Grounded Drive for MDL-Based Optimization in Deep Learning

arXiv:2603.12304v1 Announce Type: cross Abstract: This paper introduces a novel optimization framework that fundamentally integrates the Minimum Description Length (MDL) principle into the training dynamics …

Ming Lei, Shufan Wu, Christophe Baehr

36 views Mar 17

Academic · 1 min

Detecting Miscitation on the Scholarly Web through LLM-Augmented Text-Rich Graph Learning

arXiv:2603.12290v1 Announce Type: cross Abstract: Scholarly web is a vast network of knowledge connected by citations. However, this system is increasingly compromised by miscitation, where …

Huidong Wu, Haojia Xiang, Jingtong Gao, Xiangyu Zhao, Dengsheng Wu, Jianping Li

15 views Mar 17

Academic · 1 min

Maximum Entropy Exploration Without the Rollouts

arXiv:2603.12325v1 Announce Type: cross Abstract: Efficient exploration remains a central challenge in reinforcement learning, serving as a useful pretraining objective for data collection, particularly when …

Jacob Adamczyk, Adam Kamoski, Rahul V. Kulkarni

49 views Mar 16

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Articles

Synthetic Data Generation for Brain-Computer Interfaces: Overview, Benchmarking, and Future Directions

An ethical framework for conversational AI in higher education: toward an evidence-based ethical governance

Beyond Final Answers: CRYSTAL Benchmark for Transparent Multimodal Reasoning Evaluation

Aligning Language Models from User Interactions

AI Planning Framework for LLM-Based Web Agents

HCP-DCNet: A Hierarchical Causal Primitive Dynamic Composition Network for Self-Improving Causal Understanding

Developing and evaluating a chatbot to support maternal health care

When Right Meets Wrong: Bilateral Context Conditioning with Reward-Confidence Correction for GRPO

VQQA: An Agentic Approach for Video Evaluation and Quality Improvement

A Geometrically-Grounded Drive for MDL-Based Optimization in Deep Learning

Detecting Miscitation on the Scholarly Web through LLM-Augmented Text-Rich Graph Learning

Maximum Entropy Exploration Without the Rollouts

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