Instruction-Conditioned Electromagnetic Spectrum Understanding via Budget-Adaptive Signal Tokenization

Lei Zhai et al.

#arXiv #cs.AI #eess.SP

RouterInterp: Understanding Superposed Specialisation in Mixture of Experts Routing

Ilya Lasy, Nora Yinuo Cai, Kola Ayonrinde

#arXiv #cs.AI #cs.CL #cs.LG

MultiWorldBench: Do Independently Controlled Views Describe One Shared World?

Zhangbo Xu et al.

#arXiv #cs.AI #cs.CV

Internalizer: Portable Context-to-Parameter Mapping for Very Large Language Models

Peter Devine et al.

#arXiv #cs.AI #cs.CL #cs.LG

A 3D Characterization Framework for Intelligent Sequential Decision Making

Sadig Gojayev, Carolina Fortuna

#arXiv #cs.AI

Why machines will still not rule the world

Jobst Landgrebe, Barry Smith

#arXiv #cs.AI

Equal Path Cost, Unequal Output Effects: Understanding Perturbation Propagation in Diffusion Models

Wei Guo et al.

#arXiv #cs.AI

When Lower Reconstruction Loss Hurts: Distributionally Robust Refinement for Low-Bit LLM Quantization

Yanlong Zhao et al.

#arXiv #cs.AI #cs.LG #stat.ML

When Interfaces Speak: Data-Aware Generative UI Harness for Active Interaction

Xiaolong Li et al.

#arXiv #cs.AI

Learning How to Search for Plans with Exponentially Less Space

Dominik Drexler et al.

#arXiv #cs.AI

Agent-Controlled Forgetting for Tool-Using Agents: Reversible Context Curation in Practice

Jan-Peter Franke

#arXiv #cs.AI

GeoReform: Reflective Formalization Evolution for Multimodal Geometry Problem Solving

Jialu Wang et al.

#arXiv #cs.AI

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

Antal Jakov\'ac, Andr\'as Telcs

#arXiv #cs.AI

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

Xiangyi Zeng et al.

#arXiv #cs.AI

Complexity of Grounded Semantics and Preferred Semantics in Finitary Argumentation Frameworks

Jinfan Xu, Jieting Luo

#arXiv #cs.AI #cs.LO

An Interpretable Approach to PDE Solution Discovery via Structural Experience Distillation

Yunpeng Gong et al.

#arXiv #cs.AI

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

Zipeng Wang et al.

#arXiv #cs.AI

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

Shijing Hu et al.

#arXiv #cs.AI

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

Jiaqi Liao et al.

#arXiv #cs.AI

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

Hao Li et al.

#arXiv #cs.AI