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ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Towards Effective Experiential Learning: Dual Guidance for Utilization and Internalization

arXiv:2603.24093v1 Announce Type: cross Abstract: Recently, reinforcement learning~(RL) has become an important approach for improving the capabilities of large

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits

arXiv:2603.24101v1 Announce Type: cross Abstract: Digital circuits representation learning has made remarkable progress in the electronic design automation doma

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Comparative analysis of dual-form networks for live land monitoring using multi-modal satellite image time series

arXiv:2603.24109v1 Announce Type: cross Abstract: Multi-modal Satellite Image Time Series (SITS) analysis faces significant computational challenges for live la

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

The Alignment Tax: Response Homogenization in Aligned LLMs and Its Implications for Uncertainty Estimation

arXiv:2603.24124v1 Announce Type: cross Abstract: RLHF-aligned language models exhibit response homogenization: on TruthfulQA (n=790), 40-79% of questions produ

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

MedAidDialog: A Multilingual Multi-Turn Medical Dialogue Dataset for Accessible Healthcare

arXiv:2603.24132v1 Announce Type: cross Abstract: Conversational artificial intelligence has the potential to assist users in preliminary medical consultations,

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

A Deep Dive into Scaling RL for Code Generation with Synthetic Data and Curricula

arXiv:2603.24202v1 Announce Type: cross Abstract: Reinforcement learning (RL) has emerged as a powerful paradigm for improving large language models beyond supe

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Invisible Threats from Model Context Protocol: Generating Stealthy Injection Payload via Tree-based Adaptive Search

arXiv:2603.24203v1 Announce Type: cross Abstract: Recent advances in the Model Context Protocol (MCP) have enabled large language models (LLMs) to invoke extern

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Powerful Teachers Matter: Text-Guided Multi-view Knowledge Distillation with Visual Prior Enhancement

arXiv:2603.24208v1 Announce Type: cross Abstract: Knowledge distillation transfers knowledge from large teacher models to smaller students for efficient inferen

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Uncovering Memorization in Timeseries Imputation models: LBRM Membership Inference and its link to attribute Leakage

arXiv:2603.24213v1 Announce Type: cross Abstract: Deep learning models for time series imputation are now essential in fields such as healthcare, the Internet o

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Where Do Your Citations Come From? Citation-Constellation: A Free, Open-Source, No-Code, and Auditable Tool for Citation Network Decomposition with Complementary BARON and HEROCON Scores

arXiv:2603.24216v1 Announce Type: cross Abstract: Standard citation metrics treat all citations as equal, obscuring the social and structural pathways through w

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Who Benefits from RAG? The Role of Exposure, Utility and Attribution Bias

arXiv:2603.24218v1 Announce Type: cross Abstract: Large Language Models (LLMs) enhanced with Retrieval-Augmented Generation (RAG) have achieved substantial impr

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Environment-Grounded Multi-Agent Workflow for Autonomous Penetration Testing

arXiv:2603.24221v1 Announce Type: cross Abstract: The increasing complexity and interconnectivity of digital infrastructures make scalable and reliable security

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

DVM: Real-Time Kernel Generation for Dynamic AI Models

arXiv:2603.24239v1 Announce Type: cross Abstract: Dynamism is common in AI computation, e.g., the dynamic tensor shapes and the dynamic control flows in models.

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Embracing Heteroscedasticity for Probabilistic Time Series Forecasting

arXiv:2603.24254v1 Announce Type: cross Abstract: Probabilistic time series forecasting (PTSF) aims to model the full predictive distribution of future observat

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Accelerating Diffusion-based Video Editing via Heterogeneous Caching: Beyond Full Computing at Sampled Denoising Timestep

arXiv:2603.24260v1 Announce Type: cross Abstract: Diffusion-based video editing has emerged as an important paradigm for high-quality and flexible content gener

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Bridging Biological Hearing and Neuromorphic Computing: End-to-End Time-Domain Audio Signal Processing with Reservoir Computing

arXiv:2603.24283v1 Announce Type: cross Abstract: Despite the advancements in cutting-edge technologies, audio signal processing continues to pose challenges an

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

The Specification Gap: Coordination Failure Under Partial Knowledge in Code Agents

arXiv:2603.24284v1 Announce Type: cross Abstract: When multiple LLM-based code agents independently implement parts of the same class, they must agree on shared

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Cost-Sensitive Neighborhood Aggregation for Heterophilous Graphs: When Does Per-Edge Routing Help?

arXiv:2603.24291v1 Announce Type: cross Abstract: Recent work distinguishes two heterophily regimes: adversarial, where cross-class edges dilute class signal an

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Toward Generalist Neural Motion Planners for Robotic Manipulators: Challenges and Opportunities

arXiv:2603.24318v1 Announce Type: cross Abstract: State-of-the-art generalist manipulation policies have enabled the deployment of robotic manipulators in unstr

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Large Language Model Guided Incentive Aware Reward Design for Cooperative Multi-Agent Reinforcement Learning

arXiv:2603.24324v1 Announce Type: cross Abstract: Designing effective auxiliary rewards for cooperative multi-agent systems remains a precarious task; misaligne

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Boosting Document Parsing Efficiency and Performance with Coarse-to-Fine Visual Processing

arXiv:2603.24326v1 Announce Type: cross Abstract: Document parsing is a fine-grained task where image resolution significantly impacts performance. While advanc

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

GameplayQA: A Benchmarking Framework for Decision-Dense POV-Synced Multi-Video Understanding of 3D Virtual Agents

arXiv:2603.24329v1 Announce Type: cross Abstract: Multimodal LLMs are increasingly deployed as perceptual backbones for autonomous agents in 3D environments, fr

ArXiv cs.AI 📄 Paper ⚡ AI Lesson 6d ago

Enhancing Efficiency and Performance in Deepfake Audio Detection through Neuron-level Dropin & Neuroplasticity Mechanisms

arXiv:2603.24343v2 Announce Type: cross Abstract: Current audio deepfake detection has achieved remarkable performance using diverse deep learning architectures

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 6d ago

Evidence of an Emergent "Self" in Continual Robot Learning

arXiv:2603.24350v1 Announce Type: cross Abstract: A key challenge to understanding self-awareness has been a principled way of quantifying whether an intelligen

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