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GeoReform: Reflective Formalization Evolution for Multimodal Geometry Problem Solving

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A Structural Theory of Cognitive Representation and Problem Solving,Contexts, Invariance, and the Knowledge Space

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Use and Disuse: Intent-Structured Experience Consolidation for Memory and Learning in LLM Agents

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Complexity of Grounded Semantics and Preferred Semantics in Finitary Argumentation Frameworks

Jinfan Xu, Jieting Luo

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An Interpretable Approach to PDE Solution Discovery via Structural Experience Distillation

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MetaOPD: Meta-Learned Token Weighting for On-Policy Distillation

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Where Draft Trees Lose Target Mass: Exit-Guided Speculative Decoding

Shijing Hu et al.

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Error-Propagation Modeling for Failure Attribution in LLM-Based Multi-Agent Systems

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Cognition-Oriented Emotion Tracing from Causes to Consequences in Real-World Social Scenes

Hao Li et al.

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Writing for the Reviewer: Defensive Writing in GPT Models

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#arXiv #cs.AI

TokenBank: Financial Infrastructure for AI Services

Cary Chang, Jialin Zhou

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On the Clock: Towards Punctual and Productive Time-Budgeted AI Agents

Aaron Wang et al.

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Searching for "Harmful Refusal": A Psychometric Audit of an AI Safety Benchmark

Christopher M. Stewart et al.

#arXiv #cs.AI

HANS: A Handwritten Answer Sheet Dataset for Noisy Hybrid Document Parsing

Xiazhen Wu et al.

#arXiv #cs.AI #cs.CV

Can AI Agents Learn Their Way to the Top? Evaluating Heuristic Learning in a Long-Running Game Agent Competition

Kaisen Yang et al.

#arXiv #cs.AI #cs.CL

When Has a Bayesian Neural Network Sampled Enough? Adaptive Inference Time with Statistical Guarantees

Fabian Denoodt, Sibylle Hess

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Universal Textual Teaching for LLMs

Zhanyi Lu, Huan Wang

#arXiv #cs.AI