⚡ AI-Lesson Articles

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arXiv:2512.01035v2 Announce Type: replace-cross Abstract: 6G services are evolving toward goal-oriented and AI-native communication, which are expected to deliv

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

From Panel to Pixel: Zoom-In Vision-Language Pretraining from Biomedical Scientific Literature

arXiv:2512.02566v2 Announce Type: replace-cross Abstract: There is a growing interest in developing strong biomedical vision-language models. A popular approach

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Divide, then Ground: Adapting Frame Selection to Query Types for Long-Form Video Understanding

arXiv:2512.04000v2 Announce Type: replace-cross Abstract: The application of Large Multimodal Models (LMMs) to long-form video understanding is constrained by l

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Collaborative Causal Sensemaking: Closing the Complementarity Gap in Human-AI Decision Support

arXiv:2512.07801v5 Announce Type: replace-cross Abstract: LLM-based agents are increasingly deployed for expert decision support, yet human-AI teams in high-sta

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

ODMA: On-Demand Memory Allocation Strategy for LLM Serving on LPDDR-Class Accelerators

arXiv:2512.09427v3 Announce Type: replace-cross Abstract: Existing memory management techniques severely hinder efficient Large Language Model serving on accele

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Physics-driven human-like working memory outperforms digital networks in dynamic vision

arXiv:2512.15829v3 Announce Type: replace-cross Abstract: While the unsustainable energy cost of artificial intelligence necessitates physics-driven computing,

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning

arXiv:2601.00473v2 Announce Type: replace-cross Abstract: We revisit the analogy between feed-forward deep neural networks (DNNs) and discrete dynamical systems

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 2w ago

Understanding Pure Textual Reasoning for Blind Image Quality Assessment

arXiv:2601.02441v2 Announce Type: replace-cross Abstract: Textual reasoning has recently been widely adopted in Blind Image Quality Assessment (BIQA). However,

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection

arXiv:2601.09195v2 Announce Type: replace-cross Abstract: Supervised fine-tuning (SFT) is a fundamental post-training strategy to align Large Language Models (L

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

DanQing: An Up-to-Date Large-Scale Chinese Vision-Language Pre-training Dataset

arXiv:2601.10305v3 Announce Type: replace-cross Abstract: Vision-Language Pre-training (VLP) models have achieved remarkable success by leveraging large-scale i

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

PASTA: A Scalable Framework for Multi-Policy AI Compliance Evaluation

arXiv:2601.11702v2 Announce Type: replace-cross Abstract: AI compliance is becoming increasingly critical as AI systems grow more powerful and pervasive. Yet th

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

HalluJudge: A Reference-Free Hallucination Detection for Context Misalignment in Code Review Automation

arXiv:2601.19072v2 Announce Type: replace-cross Abstract: Large Language models (LLMs) have shown strong capabilities in code review automation, such as review

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

From Sycophancy to Sensemaking: Premise Governance for Human-AI Decision Making

arXiv:2602.02378v2 Announce Type: replace-cross Abstract: As LLMs expand from assistance to decision support, a dangerous pattern emerges: fluent agreement with

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

SPARE: Self-distillation for PARameter-Efficient Removal

arXiv:2602.07058v2 Announce Type: replace-cross Abstract: Machine Unlearning aims to remove the influence of specific data or concepts from trained models while

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

On Randomness in Agentic Evals

arXiv:2602.07150v3 Announce Type: replace-cross Abstract: Agentic systems are evaluated on benchmarks where agents interact with environments to solve tasks. Mo

ArXiv cs.AI 🏭 MLOps & LLMOps 📄 Paper ⚡ AI Lesson 2w ago

KRONE: Hierarchical and Modular Log Anomaly Detection

arXiv:2602.07303v2 Announce Type: replace-cross Abstract: Log anomaly detection is crucial for uncovering system failures and security risks. Although logs orig

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

AceGRPO: Adaptive Curriculum Enhanced Group Relative Policy Optimization for Autonomous Machine Learning Engineering

arXiv:2602.07906v4 Announce Type: replace-cross Abstract: Autonomous Machine Learning Engineering (MLE) requires agents to perform sustained, iterative optimiza

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 2w ago

OmniCustom: Sync Audio-Video Customization Via Joint Audio-Video Generation Model

arXiv:2602.12304v3 Announce Type: replace-cross Abstract: Existing mainstream video customization methods focus on generating identity-consistent videos based o

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Team of Thoughts: Efficient Test-time Scaling of Agentic Systems through Orchestrated Tool Calling

arXiv:2602.16485v2 Announce Type: replace-cross Abstract: Existing Multi-Agent Systems (MAS) typically rely on homogeneous model configurations, failing to expl

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Smooth Gate Functions for Soft Advantage Policy Optimization

arXiv:2602.19345v2 Announce Type: replace-cross Abstract: Group Relative Policy Optimization (GRPO) has significantly advanced the training of large language mo

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Beyond State-Wise Mirror Descent: Offline Policy Optimization with Parametric Policies

arXiv:2602.23811v3 Announce Type: replace-cross Abstract: We investigate the theoretical aspects of offline reinforcement learning (RL) under general function a

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 2w ago

OSS-CRS: Liberating AIxCC Cyber Reasoning Systems for Real-World Open-Source Security

arXiv:2603.08566v2 Announce Type: replace-cross Abstract: DARPA's AI Cyber Challenge (AIxCC) showed that cyber reasoning systems (CRSs) can go beyond vulnerabil

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

MM-tau-p$^2$: Persona-Adaptive Prompting for Robust Multi-Modal Agent Evaluation in Dual-Control Settings

arXiv:2603.09643v3 Announce Type: replace-cross Abstract: Current evaluation frameworks and benchmarks for LLM powered agents focus on text chat driven agents,

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 2w ago

Exploring Collatz Dynamics with Human-LLM Collaboration

arXiv:2603.11066v3 Announce Type: replace-cross Abstract: We develop a structural and quantitative framework for analyzing the Collatz map through modular dynam