AI News

Architect-Ant: Editable Automatic Furnishing of Architectural Floor Plans (arxiv.org)

Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models (arxiv.org)

WorldKernel: A World Model is the Coupling Kernel of Admissible Possible Worlds (arxiv.org)

Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages (arxiv.org)

Trading Utility for Dynamic Fairness in Multiple Resource Division with Sequential Demand (arxiv.org)

Bittensor Agent Arenas as a Trajectory Primitive: Distilling a Shopping Agent from ShoppingBench Subnet Traces (arxiv.org)

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment (arxiv.org)

Trainable Smooth-Rotation Transforms with Learned Channel Scales for LLM Quantization (arxiv.org)

Sample Where You Struggle: Sharpening Base Model Reasoning via Entropy-Guided Power Sampling (arxiv.org)

Sigma-Branch: Hierarchical Single-Path Network Reconstruction for Dynamic Inference with Reduced Active Parameters (arxiv.org)

Importance-Aware Scheduling for High-Dimensional Hyperparameter Optimization (arxiv.org)

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution (arxiv.org)

Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook (arxiv.org)

Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation (arxiv.org)

Moonshine: An Autonomous Mathematical Research Agent Centered on Conjecture Generation (arxiv.org)

Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders (arxiv.org)

Generalized Conformal Predictive Systems Under Distributional Shifts (arxiv.org)

Mix, Don't Pick: Why Synthetic Corpus Composition Matters for Time Series Foundation Model Pretraining (arxiv.org)

LongMoE: Longitudinal Multimodal Learning via Trajectory-Aware Mixture-of-Experts (arxiv.org)

TRAPS: Therapeutic Response Analysis via Pathway-informed Stratification (arxiv.org)

A Navigable Manifold of Hypothesized Consciousness-Spectrum States in Language Model Representations (arxiv.org)

Optimality of FSQ Tokens for Continuous Diffusion for Categorical Data with Application to Text-to-Speech (arxiv.org)

Evaluating Research-Level Math Proofs via Strict Step-Level Verification (arxiv.org)

READER: Robust Evidence-based Authorship Decoding via Extracted Representations (arxiv.org)

More Human or More AI? Visualizing Human-AI Collaboration Disclosures in Journalistic News Production (arxiv.org)

Accelerating NeurASP with vectorization and caching (arxiv.org)

$\tau$-Rec: A Verifiable Benchmark for Agentic Recommender Systems (arxiv.org)

AutoPDE: Reliable Agentic PDE Solving via Explicitly Represented Solver Strategies (arxiv.org)

The Arbiter Agent: Continually Monitoring Multi-Agent Conversations to Detect Emergent Misalignment (arxiv.org)

When the Chain of Thought Knows Better: Failure Modes in Multi-Turn Reasoning Models (arxiv.org)

Learning What to Remember: Observability-Safe Memory Retention via Constrained Optimization for Long-Horizon Language Agents (arxiv.org)

LMT: A Bayesian Framework for Causal Discovery from Textual Alarm Records in Manufacturing Systems (arxiv.org)

Optuna Constrained Tree-Structured Parzen Estimator Is a Joint Density Generalization of c-TPE (arxiv.org)

SinkRec: Mitigating Semantic State Sink in Long Sequence Recommendation with Memory-Conditioned Gated Delta Networks (arxiv.org)

Toward Calibrated, Fair, and accurate Deepfake Detection (arxiv.org)

Hyperparameter Learning for Latent Factorization of Tensors for Representation Learning to Large-scale Dynamic Weighted Directed Network (arxiv.org)

One Token per Multimodal Evidence: Latent Memory for Resource-Constrained QA (arxiv.org)

ActiveMem: Distributed Active Memory for Long-Horizon LLM Reasoning (arxiv.org)

HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning (arxiv.org)

Cross-Modal Knowledge Distillation without Paired Data: Theoretical Foundation and Algorithm (arxiv.org)

A complementary study on PlanGPT: Evaluation with defined Performance Metrics and comparison with a planner (arxiv.org)

FailureScope: Cross-Regime Behavioral Diagnosis of Language Model Weaknesses (arxiv.org)

Streaming Knowledge Compilation: Proactive Materiality-Scored Pinning for Time-Evolving LLM Wikis (arxiv.org)

Calibrating Overconfidence Without Sacrificing Confidence: Probe-Conditioned Head Intervention for LLMs (arxiv.org)

Rotate2Think: Geometric Priming via Orthogonal Rotation to Improve Language Model Reasoning (arxiv.org)

PatchSTG: Scalable Spatiotemporal Graph Transformers for Traffic Forecasting on Irregular Sensor Networks (arxiv.org)

ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics (arxiv.org)

Trace2Policy: From Expert Behavior Traces to Self-Evolving Decision Agents (arxiv.org)

Soul Computing: A Theoretical Framework and Technical Architecture for Intelligent Agents with Independent Consciousness (arxiv.org)

A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis (arxiv.org)