Academic

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Academic · 1 min

Understanding the Challenges in Iterative Generative Optimization with LLMs

arXiv:2603.23994v1 Announce Type: new Abstract: Generative optimization uses large language models (LLMs) to iteratively improve artifacts (such as code, workflows or prompts) using execution feedback. …

Allen Nie, Xavier Daull, Zhiyi Kuang, Abhinav Akkiraju, Anish Chaudhuri, Max Piasevoli, Ryan Rong, YuCheng Yuan, Prerit Choudhary, Shannon Xiao, Rasool Fakoor, Adith Swaminathan, Ching-An Cheng

0 views Mar 26

Academic · 1 min

Stochastic Dimension-Free Zeroth-Order Estimator for High-Dimensional and High-Order PINNs

arXiv:2603.24002v1 Announce Type: new Abstract: Physics-Informed Neural Networks (PINNs) for high-dimensional and high-order partial differential equations (PDEs) are primarily constrained by the $\mathcal{O}(d^k)$ spatial derivative …

Zhangyong Liang, Ji Zhang

3 views Mar 26

Academic · 1 min

i-IF-Learn: Iterative Feature Selection and Unsupervised Learning for High-Dimensional Complex Data

arXiv:2603.24025v1 Announce Type: new Abstract: Unsupervised learning of high-dimensional data is challenging due to irrelevant or noisy features obscuring underlying structures. It's common that only …

Chen Ma, Wanjie Wang, Shuhao Fan

6 views Mar 26

Academic · 1 min

Lagrangian Relaxation Score-based Generation for Mixed Integer linear Programming

arXiv:2603.24033v1 Announce Type: new Abstract: Predict-and-search (PaS) methods have shown promise for accelerating mixed-integer linear programming (MILP) solving. However, existing approaches typically assume variable independence …

Ruobing Wang, Xin Li, Yujie Fang, Mingzhong Wang

0 views Mar 26

Academic · 1 min

Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy …

arXiv:2603.22651v1 Announce Type: new Abstract: The adoption of large language models (LLMs) for structured information extraction from financial documents has accelerated rapidly, yet production deployments …

Siddhant Kulkarni, Yukta Kulkarni

4 views Mar 25

Academic · 1 min

Intelligence Inertia: Physical Principles and Applications

arXiv:2603.22347v1 Announce Type: new Abstract: While Landauer's principle establishes the fundamental thermodynamic floor for information erasure and Fisher Information provides a metric for local curvature …

Jipeng Han

6 views Mar 25

Academic · 1 min

Explanation Generation for Contradiction Reconciliation with LLMs

arXiv:2603.22735v1 Announce Type: new Abstract: Existing NLP work commonly treats contradictions as errors to be resolved by choosing which statements to accept or discard. Yet …

Jason Chan, Zhixue Zhao, Robert Gaizauskas

30 views Mar 25

Academic · 1 min

PRISM: A Dual View of LLM Reasoning through Semantic Flow and Latent Computation

arXiv:2603.22754v1 Announce Type: new Abstract: Large language models (LLMs) solve complex problems by generating multi-step reasoning traces. Yet these traces are typically analyzed from only …

Ruidi Chang, Jiawei Zhou, Hanjie Chen

36 views Mar 25

Academic · 1 min

Lie to Me: How Faithful Is Chain-of-Thought Reasoning in Reasoning Models?

arXiv:2603.22582v1 Announce Type: new Abstract: Chain-of-thought (CoT) reasoning has been proposed as a transparency mechanism for large language models in safety-critical deployments, yet its effectiveness …

Richard J. Young

12 views Mar 25

Academic · 1 min

MuQ-Eval: An Open-Source Per-Sample Quality Metric for AI Music Generation Evaluation

arXiv:2603.22677v1 Announce Type: new Abstract: Distributional metrics such as Fr\'echet Audio Distance cannot score individual music clips and correlate poorly with human judgments, while the …

Di Zhu, Zixuan Li

10 views Mar 25

Academic · 1 min

Beyond Preset Identities: How Agents Form Stances and Boundaries in Generative Societies

arXiv:2603.23406v1 Announce Type: new Abstract: While large language models simulate social behaviors, their capacity for stable stance formation and identity negotiation during complex interventions remains …

Hanzhong Zhang, Siyang Song, Jindong Wang

18 views Mar 25

Academic · 1 min

Minibal: Balanced Game-Playing Without Opponent Modeling

arXiv:2603.23059v1 Announce Type: new Abstract: Recent advances in game AI, such as AlphaZero and Ath\'enan, have achieved superhuman performance across a wide range of board …

Quentin Cohen-Solal, Tristan Cazenave

9 views Mar 25

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Academic

Understanding the Challenges in Iterative Generative Optimization with LLMs

Stochastic Dimension-Free Zeroth-Order Estimator for High-Dimensional and High-Order PINNs

i-IF-Learn: Iterative Feature Selection and Unsupervised Learning for High-Dimensional Complex Data

Lagrangian Relaxation Score-based Generation for Mixed Integer linear Programming

Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy …

Intelligence Inertia: Physical Principles and Applications

Explanation Generation for Contradiction Reconciliation with LLMs

PRISM: A Dual View of LLM Reasoning through Semantic Flow and Latent Computation

Lie to Me: How Faithful Is Chain-of-Thought Reasoning in Reasoning Models?

MuQ-Eval: An Open-Source Per-Sample Quality Metric for AI Music Generation Evaluation

Beyond Preset Identities: How Agents Form Stances and Boundaries in Generative Societies

Minibal: Balanced Game-Playing Without Opponent Modeling

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