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1.Dynamic Dual-Granularity Skill Bank for Agentic RL
Chinese Academy of Sciences; Pengcheng Laboratory; Sun Yat-Sen University
Abstract
2.Not Search, But Scan: Benchmarking MLLMs on Scan-Oriented Academic Paper Reasoning
Beijing University of Posts and Telecommunications
Abstract
3.The Ultimate Tutorial for AI-driven Scale Development in Generative Psychometrics: Releasing AIGENIE from its Bottle
University of Virginia; Pontificia Universidad Madre y Maestra; Vanderbilt University
Abstract
4.Seeing with You: Perception-Reasoning Coevolution for Multimodal Reasoning
Shanghai Artificial Intelligence Laboratory; Renmin University of China; Zhejiang University
Abstract
5.MonitorBench: A Comprehensive Benchmark for Chain-of-Thought Monitorability in Large Language Models
University of Illinois Urbana-Champaign; University of Washington; University of California San Diego
Abstract
6.Towards a Medical AI Scientist
The Chinese University of Hong Kong; Lehigh University; Stanford University; Microsoft Research
Abstract
7.T-Norm Operators for EU AI Act Compliance Classification: An Empirical Comparison of Lukasiewicz, Product, and Gödel Semantics in a Neuro-Symbolic Reasoning System
TriStiX S.L.
Abstract
8.Entropic Claim Resolution: Uncertainty-Driven Evidence Selection for RAG
University College London
Abstract
9.MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome
MiroMind
Abstract
10.The Scaffold Effect: How Prompt Framing Drives Apparent Multimodal Gains in Clinical VLM Evaluation
Technical University of Darmstadt
Abstract
11.COvolve: Adversarial Co-Evolution of Large-Language-Model-Generated Policies and Environments via Two-Player Zero-Sum Game
Örebro University
Abstract
12.Deep Research of Deep Research: From Transformer to Agent, From AI to AI for Science
DeepMind; OpenAI; Perplexity
Abstract
13.CoE: Collaborative Entropy for Uncertainty Quantification in Agentic Multi-LLM Systems
Shanghai Key Laboratory of Integrated Administration Technologies for Information Security; Shanghai Jiao Tong University; The Chinese University of Hong Kong, Shenzhen
Abstract
14.A Multi-Agent Rhizomatic Pipeline for Non-Linear Literature Analysis
University of Vaasa; LUT University
Abstract
15.Evaluating LLMs for Answering Student Questions in Introductory Programming Courses
Thomas Van Mullem; Bart Mesuere; Peter Dawyndt
Abstract
16.Reasoning as Energy Minimization over Structured Latent Trajectories
Polished Snow Inc.
Abstract
17.Differentiable Power-Flow Optimization
Abstract
18.EpiPersona: Persona Projection and Episode Coupling for Pluralistic Preference Modeling
Zhejiang University
Abstract
19.PReD: An LLM-based Foundation Multimodal Model for Electromagnetic Perception, Recognition, and Decision
PReD
Abstract
20.CoT2-Meta: Budgeted Metacognitive Control for Test-Time Reasoning
Nanyang Technological University; Carnegie Mellon University; Zhejiang University; Sun Yat-Sen University; National University of Singapore; Fudan University; City University of Hong Kong; Zhejiang Lab
Abstract

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