AI News

Learning to Select Features with Manifold Deep Unfolding PCA (arxiv.org)

CHEAR: Confusion-Hierarchy Evidence-Aware Reasoning for Cost-Efficient Human Activity Recognition (arxiv.org)

Digital Self-Interference Cancellation for In-Band Full-Duplex Systems Based on Transformer Neural Operators (arxiv.org)

A Unified Response Framework for Questions and Tutoring Dialogues (arxiv.org)

MultiFlow: Vision-Driven Multimodal fMRI Encoding via Stimulus-Informed Source Flow Matching (arxiv.org)

TRACE: Temporal Risk Assessment and Concept Editing for Safer Language Generation (arxiv.org)

Fewer Bits, More Tries: Recovering Capability Under Memory Constraints (arxiv.org)

Analyzing the Dynamics of WSBM-based Echo State Networks using InputDSA (arxiv.org)

Evidence-Anchored Overdose Death Prediction from Death Investigation Reports (arxiv.org)

State Representation Shapes Long-Horizon Agent Learning and Transfer: An Empirical Study (arxiv.org)

CoverSynth: Coverage-Guided Generation of Retrieval Evaluation Sets (arxiv.org)

SpecFit: Not All Draft Tokens Cost the Same in Offloaded MoE Inference (arxiv.org)

Hidden in Plain Sight: Advancing Harmful Content Understanding via Perception-Aware Adversarial Self-Play (arxiv.org)

INTACT: Inducing Latent Reasoning on a Frozen Backbone (arxiv.org)

Geometric Kernel Diversity: An Axiomatic Diversity Measure in Euclidean Space (arxiv.org)

Bridging the Topological Divide: Dual-Branch Graph Distillation with Semantic Priors for Robust Cold-Start Recommendation (arxiv.org)

Who's Behind the Text? Robust Model Authorship Attribution (arxiv.org)

Scalable Robust MCTS with Anytime Deterministic Optimality Guarantees (arxiv.org)

MemeLogos: Knowledge-Driven Retrieval-Augmented Reasoning for Harmful Meme Detection (arxiv.org)

SkillFusion: Towards Reliable Multi-Skill Composition for LLM Agents (arxiv.org)

When Skills Remain But Access Fails: Factorized Skill Memory for Continual Skill Internalization (arxiv.org)

Spectral structure learning for clinical time series (arxiv.org)

L3M: A Verifiable Harness and Runtime for Self-Extending and Self-Improving Agents (arxiv.org)

A Graph-Based Analysis of Comparability, Scale, and Attribution in Private Transformer Inference (arxiv.org)

DAGFormer: Global Topology Prediction for Transformer Cross-Layer Connections (arxiv.org)

Self-Conditioning Enables Deep Sequential Reasoning in Flow Matching (arxiv.org)

Recall What Is Missing: Composing Evidence from Long-Term Agent Memory (arxiv.org)

Large Decision Models: Repurposing Large Language Models as Single-Pass Decision Makers (arxiv.org)

Data Portability Revisited: Toward the Human-Centric, AI-Driven Data Ecosystems of Tomorrow (arxiv.org)

Agent-Canary-Mas: End-to-End Evaluation of Protocol Risk in Long-Horizon Multi-Agent Systems (arxiv.org)

Self-Representation Alignment in Diffusion Models for Video Background Music Generation (arxiv.org)

Inverse Garment Design with Visual Agents (arxiv.org)

CondMSP: Condition-Informed and Resource-Aware Inorganic Materials Synthesis Planning (arxiv.org)

From Stages to States: Unified Iterative Reasoning for MLLMs (arxiv.org)

Big-Big-SycoBench: A Benchmark to Detect Sycophancy Through Model Responses to Valid vs. Invalid Arguments (arxiv.org)

Model What Matters: Decision-Guided Selective World Modeling for Language Agents (arxiv.org)

HACHIMI-II: From Role-Play to Learner Behavior Modeling for Faithful Student Simulation (arxiv.org)

MCAIR: Monitoring and Correcting Agent Unfaithfulness via Internal Representations (arxiv.org)

Learning Individual Scientific Taste with Privileged Hindsight Distillation (arxiv.org)

Non-asymptotic Convergence of Average-reward Q-learning with Options (arxiv.org)

Articulation Upper Bounds for Language Models (arxiv.org)

Discriminative Score Function: Turning Pretrained Models into Functional Generative Priors (arxiv.org)

More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning (arxiv.org)

StateCraft: Augmenting Video World Models with Abstract-State Reasoning (arxiv.org)

Average-Reward Policy Identification from a Single Continuing Trajectory (arxiv.org)

Knowledge Interaction in Hypernetwork-based Continual Learning: Conflict and Composition (arxiv.org)

FARL: A Fully Automated Pipeline of RL Interface and Solver Design (arxiv.org)

SpecForge: Recursive Self-Improvement for Coding Agents via Behavioral Specifications (arxiv.org)

Suggested Is Not Superseded: A Pre-Registered Evaluation of a System-One Model as a Memory-Retirement Gate (arxiv.org)

MedHarnessBench: A Unified Benchmark for Healthcare Agent Evaluation (arxiv.org)