AI News

DeFiRank: Federated Pairwise Ranking for Governance in Decentralized Financial Networks (arxiv.org)

Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning (arxiv.org)

Coordinate-Free Automatic Differentiation (arxiv.org)

Attention Sees, MLP Refuses: Tracing the Attention-to-MLP Safety Pathway in LLMs (arxiv.org)

Provenance-grouped protocol for evaluating machine learning in perovskite photovoltaics (arxiv.org)

NV-Tesseract-AD: Curriculum-Enhanced Conditional Diffusion for Multivariate Time-Series Anomaly Detection (arxiv.org)

A Categorical Atlas of Parameter-Efficient Fine-Tuning: Cones, Orbits, and Gauges (arxiv.org)

Spatial Context or Memory? Sizing the Inputs of Neural Surrogates for Partially Observed Fields (arxiv.org)

Byzantine-Resilient Federated Large Language Model via Hypergraph Message Passing (arxiv.org)

EliteTable: Self-Improving Program Search for Executable Control Policies (arxiv.org)

Beyond Discrepancy: Oracle Drift in Nonstationary Weighted Risk Minimization (arxiv.org)

Probabilistic Forecasting of Electric Vehicle Charging in a Time-varying Hierarchical Infrastructure (arxiv.org)

Gaussian BROJA Partial Information Decomposition in Closed Form (arxiv.org)

How Well Do Prior-Data Fitted Networks Amortize Bayesian Inference? (arxiv.org)

Disentangling Total-Variance and Signal-to-Noise-Ratio Improves Diffusion Models (arxiv.org)

SWEAR: Section-Wise Efficient Audio Reasoning via Self-Rated Difficulty (arxiv.org)

When Faster Decisions Do Not Make Better Agents: An Empirical Study of Jev in Agent Workflows (arxiv.org)

Markov Chain Convergence in Kernel-Induced Geometry (arxiv.org)

SLICE: Sequential Likelihood-Free Inference via Conformal E-Values (arxiv.org)

SpireBench: Evaluating Long-Horizon Strategic Play of Agentic Models with Slay the Spire (arxiv.org)

MHR-Router: Multimodal Heterogeneous Retrieval-Enhanced Adaptive Routing for VLM Inference (arxiv.org)

VETR: Execution-Grounded Self-Improving Agent for Symbolic Graphics Reasoning (arxiv.org)

Does Location Matter? A Black-Box Causal Audit Reveals Model-Dependent Audio Grounding in LALM Hallucination (arxiv.org)

Pretraining and Test-Time Training Budgets Matter for ARC: A Controlled Study of VARC and TRM (arxiv.org)

SelectArena: A Modern Benchmark for Feature Selection on Real-world Tabular Data (arxiv.org)

Model-agnostic Knowledge Augmented Machine Learning for Weakly Annotated Bioimaging Data (arxiv.org)

SWE-DeceptionBench: Benchmarking Deceptive Behaviors of LLMs Across the Software Development Lifecycle (arxiv.org)

DRYLAB-Bench: Benchmarking the Biosecurity Risk of Agentic LLM Mutation Design (arxiv.org)

Locate, Judge, Read: Role-Specialized Tool Agents over a Knowledge-Point Index for Open-Domain Multimodal Document QA (arxiv.org)

Looking Ahead and Back: Anticipatory Generative Modeling for Road-Network Trajectories (arxiv.org)

COFFEQA: Counterfactual-Guided Few-Shot Distillation for LLM Question Answering (arxiv.org)

CB-Orchestrator: Adaptive Workflow Optimization for LLM Agents via Contextual Bandits (arxiv.org)

Specialists Learn Faster: Knowledge Organization in Pre-training Shapes Knowledge Update Efficiency (arxiv.org)

JANUS: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models (arxiv.org)

Forgetting is Not Always Bad: A Neuro-Inspired Memory Repair Mechanism for Poisoned LLM Agents (arxiv.org)

BoundaryEvo: Data-Model Co-Evolution at the Capability Boundary for Long-Chain Reasoning Distillation (arxiv.org)

Masked Diffusion Language Agents for Tool-Integrated Chemical Reasoning (arxiv.org)

AlphaNIST: Emergent Assembly Skills from Binary Task Rewards (arxiv.org)

Returning to Development States: When Full Sandbox Snapshots Help Coding Agents (arxiv.org)

PVBRF-ID: Private, Verifiable and Byzantine-Robust Federated Intrusion Detection for Oilfield Enterprise Networks (arxiv.org)

Zebra3D: Efficient Hybrid Foundation Models For Scalable 3D Reconstruction (arxiv.org)

StereoEngine: Scaling Stereo Bimanual Robot Data without Stereo Cameras (arxiv.org)

Diversity-Aware Ensemble of Quantum-Classical Models via Combinatorial Fusion (arxiv.org)

GraphDecisionBench: Benchmarking System One Models on Graph Tasks (arxiv.org)

Dream to Remember: Continual Steering of Generalist Robot Policies with World Models (arxiv.org)

Adaptive Variance Reduction without Knowing Oracle Smoothness (arxiv.org)

Space Over Statistic, Retraining Over Ranking: Auditing Training Labels Under Label-Only Backdoors (arxiv.org)

Hyper Algorithm Design Agent: Evolving Learnable Optimizer from Zero (arxiv.org)

EngiWorld: What Can Frontier Agents Deliver in Professional Engineering Environments? (arxiv.org)

Credit Attribution in Timestamped Soccer Networks Using Multivariate Hawkes Processes (arxiv.org)