Academic

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Academic · 1 min

Leveraging Phytolith Research using Artificial Intelligence

arXiv:2603.11476v1 Announce Type: new Abstract: Phytolith analysis is a crucial tool for reconstructing past vegetation and human activities, but traditional methods are severely limited by …

Andr\'es G. Mej\'ia Ram\'on, Kate Dudgeon, Nina Witteveen, Dolores Piperno, Michael Kloster, Luigi Palopoli, M\'onica Moraes R., Jos\'e M. Capriles, Umberto Lombardo

28 views Mar 13

Academic · 1 min

Grammar of the Wave: Towards Explainable Multivariate Time Series Event Detection via Neuro-Symbolic VLM Agents

arXiv:2603.11479v1 Announce Type: new Abstract: Time Series Event Detection (TSED) has long been an important task with critical applications across many high-stakes domains. Unlike statistical …

Sky Chenwei Wan, Tianjun Hou, Yifei Wang, Xiqing Chang, Aymeric Jan

20 views Mar 13

Academic · 1 min

Attention Sinks Are Provably Necessary in Softmax Transformers: Evidence from Trigger-Conditional Tasks

arXiv:2603.11487v1 Announce Type: new Abstract: Transformers often display an attention sink: probability mass concentrates on a fixed, content-agnostic position. We prove that computing a simple …

Yuval Ran-Milo

15 views Mar 13

Academic · 1 min

KEPo: Knowledge Evolution Poison on Graph-based Retrieval-Augmented Generation

arXiv:2603.11501v1 Announce Type: new Abstract: Graph-based Retrieval-Augmented Generation (GraphRAG) constructs the Knowledge Graph (KG) from external databases to enhance the timeliness and accuracy of Large …

Qizhi Chen, Chao Qi, Yihong Huang, Muquan Li, Rongzheng Wang, Dongyang Zhang, Ke Qin, Shuang Liang

20 views Mar 13

Academic · 1 min

HEAL: Hindsight Entropy-Assisted Learning for Reasoning Distillation

arXiv:2603.10359v1 Announce Type: new Abstract: Distilling reasoning capabilities from Large Reasoning Models (LRMs) into smaller models is typically constrained by the limitation of rejection sampling. …

Wenjing Zhang, Jiangze Yan, Jieyun Huang, Yi Shen, Shuming Shi, Ping Chen, Ning Wang, Zhaoxiang Liu, Kai Wang, Shiguo Lian

22 views Mar 12

Academic · 1 min

The Dunning-Kruger Effect in Large Language Models: An Empirical Study of Confidence Calibration

arXiv:2603.09985v1 Announce Type: cross Abstract: Large language models (LLMs) have demonstrated remarkable capabilities across diverse tasks, yet their ability to accurately assess their own confidence …

Sudipta Ghosh, Mrityunjoy Panday

17 views Mar 12

Academic · 1 min

SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks

arXiv:2603.10002v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly tasked with producing and manipulating structured artifacts. We consider the task of end-to-end spreadsheet …

Srivatsa Kundurthy, Clara Na, Michael Handley, Zach Kirshner, Chen Bo Calvin Zhang, Manasi Sharma, Emma Strubell, John Ling

16 views Mar 12

Academic · 1 min

PoultryLeX-Net: Domain-Adaptive Dual-Stream Transformer Architecture for Large-Scale Poultry Stakeholder Modeling

arXiv:2603.09991v1 Announce Type: cross Abstract: The rapid growth of the global poultry industry, driven by rising demand for affordable animal protein, has intensified public discourse …

Stephen Afrifa, Biswash Khatiwada, Kapalik Khanal, Sanjay Shah, Lingjuan Wang-Li, Ramesh Bahadur Bist

17 views Mar 12

Academic · 1 min

Explainable LLM Unlearning Through Reasoning

arXiv:2603.09980v1 Announce Type: cross Abstract: LLM unlearning is essential for mitigating safety, copyright, and privacy concerns in pre-trained large language models (LLMs). Compared to preference …

Junfeng Liao, Qizhou Wang, Shanshan Ye, Xin Yu, Ling Chen, Zhen Fang

24 views Mar 12

Academic · 1 min

Context Over Compute Human-in-the-Loop Outperforms Iterative Chain-of-Thought Prompting in Interview Answer Quality

arXiv:2603.09995v1 Announce Type: cross Abstract: Behavioral interview evaluation using large language models presents unique challenges that require structured assessment, realistic interviewer behavior simulation, and pedagogical …

Kewen Zhu, Zixi Liu, Yanjing Li

19 views Mar 12

Academic · 1 min

FAME: Formal Abstract Minimal Explanation for Neural Networks

arXiv:2603.10661v1 Announce Type: new Abstract: We propose FAME (Formal Abstract Minimal Explanations), a new class of abductive explanations grounded in abstract interpretation. FAME is the …

Ryma Boumazouza, Raya Elsaleh, Melanie Ducoffe, Shahaf Bassan, Guy Katz

23 views Mar 12

Academic · 1 min

Resource-constrained Amazons chess decision framework integrating large language models and graph attention

arXiv:2603.10512v1 Announce Type: new Abstract: Artificial intelligence has advanced significantly through the development of intelligent game-playing systems, providing rigorous testbeds for decision-making, strategic planning, and …

Tianhao Qian, Zhuoxuan Li, Jinde Cao, Xinli Shi, Hanjie Liu, Leszek Rutkowski

35 views Mar 12

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Academic

Leveraging Phytolith Research using Artificial Intelligence

Grammar of the Wave: Towards Explainable Multivariate Time Series Event Detection via Neuro-Symbolic VLM Agents

Attention Sinks Are Provably Necessary in Softmax Transformers: Evidence from Trigger-Conditional Tasks

KEPo: Knowledge Evolution Poison on Graph-based Retrieval-Augmented Generation

HEAL: Hindsight Entropy-Assisted Learning for Reasoning Distillation

The Dunning-Kruger Effect in Large Language Models: An Empirical Study of Confidence Calibration

SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks

PoultryLeX-Net: Domain-Adaptive Dual-Stream Transformer Architecture for Large-Scale Poultry Stakeholder Modeling

Explainable LLM Unlearning Through Reasoning

Context Over Compute Human-in-the-Loop Outperforms Iterative Chain-of-Thought Prompting in Interview Answer Quality

FAME: Formal Abstract Minimal Explanation for Neural Networks

Resource-constrained Amazons chess decision framework integrating large language models and graph attention

JCG, PC

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