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Academic · 약 1분

Describe-Then-Act: Proactive Agent Steering via Distilled Language-Action World Models

arXiv:2603.23149v1 Announce Type: new Abstract: Deploying safety-critical agents requires anticipating the consequences of actions before they are executed. While world models offer a paradigm for …

Massimiliano Pappa, Luca Romani, Valentino Sacco, Alessio Palma, St\'ephane Lathuili\`ere, Fabio Galasso, Xavier Alameda-Pineda, Indro Spinelli

조회수 34회 03.25

Academic · 약 1분

SAiW: Source-Attributable Invisible Watermarking for Proactive Deepfake Defense

arXiv:2603.23178v1 Announce Type: new Abstract: Deepfakes generated by modern generative models pose a serious threat to information integrity, digital identity, and public trust. Existing detection …

Bibek Das, Chandranath Adak, Soumi Chattopadhyay, Zahid Akhtar, Soumya Dutta

조회수 49회 03.25

Academic · 약 1분

Synthetic or Authentic? Building Mental Patient Simulators from Longitudinal Evidence

arXiv:2603.22704v1 Announce Type: new Abstract: Patient simulation is essential for developing and evaluating mental health dialogue systems. As most existing approaches rely on snapshot-style prompts …

Baihan Li, Bingrui Jin, Kunyao Lan, Ming Wang, Mengyue Wu

조회수 53회 03.25

Academic · 약 1분

Functional Component Ablation Reveals Specialization Patterns in Hybrid Language Model Architectures

arXiv:2603.22473v1 Announce Type: new Abstract: Hybrid language models combining attention with state space models (SSMs) or linear attention offer improved efficiency, but whether both components …

Hector Borobia, Elies Segu\'i-Mas, Guillermina Tormo-Carb\'o

조회수 39회 03.25

Academic · 약 1분

MemCollab: Cross-Agent Memory Collaboration via Contrastive Trajectory Distillation

arXiv:2603.23234v1 Announce Type: new Abstract: Large language model (LLM)-based agents rely on memory mechanisms to reuse knowledge from past problem-solving experiences. Existing approaches typically construct …

Yurui Chang, Yiran Wu, Qingyun Wu, Lu Lin

조회수 29회 03.25

Academic · 약 1분

Whether, Not Which: Mechanistic Interpretability Reveals Dissociable Affect Reception and Emotion Categorization in LLMs

arXiv:2603.22295v1 Announce Type: new Abstract: Large language models appear to develop internal representations of emotion -- "emotion circuits," "emotion neurons," and structured emotional manifolds have …

Michael Keeman

조회수 67회 03.25

Academic · 약 1분

Detecting Non-Membership in LLM Training Data via Rank Correlations

arXiv:2603.22707v1 Announce Type: new Abstract: As large language models (LLMs) are trained on increasingly vast and opaque text corpora, determining which data contributed to training …

Pranav Shetty, Mirazul Haque, Zhiqiang Ma, Xiaomo Liu

조회수 85회 03.25

Academic · 약 1분

MERIT: Memory-Enhanced Retrieval for Interpretable Knowledge Tracing

arXiv:2603.22289v1 Announce Type: new Abstract: Knowledge Tracing (KT) models students' evolving knowledge states to predict future performance, serving as a foundation for personalized education. While …

Runze Li, Kedi Chen, Guwei Feng, Mo Yu, Jun Wang, Wei Zhang

조회수 39회 03.25

Academic · 약 1분

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

조회수 90회 03.25

Academic · 약 1분

Reliable Classroom AI via Neuro-Symbolic Multimodal Reasoning

arXiv:2603.22793v1 Announce Type: new Abstract: Classroom AI is rapidly expanding from low-level perception toward higher-level judgments about engagement, confusion, collaboration, and instructional quality. Yet classrooms …

Sina Bagheri Nezhad

조회수 58회 03.25

Academic · 약 1분

Can Large Language Models Reason and Optimize Under Constraints?

arXiv:2603.23004v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated great capabilities across diverse natural language tasks; yet their ability to solve abstraction and …

Fabien Bernier, Salah Ghamizi, Pantelis Dogoulis, Maxime Cordy

조회수 44회 03.25

Academic · 약 1분

Beyond Binary Correctness: Scaling Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks

arXiv:2603.22744v1 Announce Type: new Abstract: Large language models excel on objectively verifiable tasks such as math and programming, where evaluation reduces to unit tests or …

Abhishek Chandwani, Ishan Gupta

조회수 35회 03.25

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