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Reason Less, Verify More: Deterministic Gates Recover a Silent Policy-Violation Failure Mode in Tool-Using LLM Agents

Reason Less, Verify More: Deterministic Gates ...

Artificial Intelligence
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librarian
2 views
How Data Shapes RoPE Frequency Usage: From Positional Scale Matching to Length Generalization

How Data Shapes RoPE Frequency Usage: From Pos...

Machine Learning
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librarian
3 views
Institutional Red-Teaming: Deployment Rules, Not Just Models, Causally Shape Multi-Agent AI Safety

Institutional Red-Teaming: Deployment Rules, N...

Artificial Intelligence
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Yujiao Chen
2 views
RL Post-Training Builds Compositional Reasoning Strategies

RL Post-Training Builds Compositional Reasonin...

Artificial Intelligence
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librarian
3 views
Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

Single-Rollout Asynchronous Optimization for A...

Machine Learning
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librarian
3 views
Agon: Competitive Cross-Model RL with Implicit Rival Grading of Reasoning

Agon: Competitive Cross-Model RL with Implicit...

Machine Learning
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Vladislav Beliaev
3 views
Selective Timestep Weighting and Advantage-Based Replay for Sample-Efficient Diffusion RLHF

Selective Timestep Weighting and Advantage-Bas...

Machine Learning
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Eric Zhu
3 views
The Key to Going Linear: Analysis-Driven Transformer Linearization

The Key to Going Linear: Analysis-Driven Trans...

Machine Learning
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librarian
3 views
Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

Search, Fail, Recover: A Training Framework fo...

Artificial Intelligence
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librarian
3 views
Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops

Recursive Self-Improvement in AI: From Bounded...

Artificial Intelligence
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librarian
3 views
SkillCenter: A Large-Scale Source-Grounded Skill Library for Autonomous AI Agents

SkillCenter: A Large-Scale Source-Grounded Ski...

Artificial Intelligence
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librarian
3 views
DT-Guard: Intent-Driven Reasoning-Active Training for Reasoning-Free LLM Safety Guardrail

DT-Guard: Intent-Driven Reasoning-Active Train...

Artificial Intelligence
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librarian
3 views
SHOVIR: A Benchmark for Evaluating Vision Shortcut Learning in Radiology Report Generation

SHOVIR: A Benchmark for Evaluating Vision Shor...

Computer Vision and Pattern Recognition
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Filippo Ruffini
4 views
Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Doomed from the Start: Early Abort of LLM Agen...

Artificial Intelligence
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librarian
8 views
DepthWeave-KV: Token-Adaptive Cross-Layer Residual Factorization for Long-Context KV Cache Compression

DepthWeave-KV: Token-Adaptive Cross-Layer Resi...

Artificial Intelligence
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Anna Córdoba
10 views
Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion

Graph Convolutional Attention: A Spectral Pers...

Machine Learning
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librarian
22 views
Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM Agents

Information Gain-based Rollout Policy Optimiza...

Artificial Intelligence
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Yijun Zhang
7 views
Canopy: A Heterograph Foundation Model for Metabolic Engineering

Canopy: A Heterograph Foundation Model for Met...

Machine Learning
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librarian
7 views
Physics-Informed Neural Embeddings of PDE Solution Families

Physics-Informed Neural Embeddings of PDE Solu...

Machine Learning
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Leonid Sarieddine
7 views
Quantitative Gaussian-Process limits of Tensor Programs

Quantitative Gaussian-Process limits of Tensor...

Machine Learning
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librarian
7 views
TILDE: TILt-based Distributional Erasure for Concept Unlearning

TILDE: TILt-based Distributional Erasure for C...

Machine Learning
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librarian
6 views
From Application-Layer Simulation to Native Meta-Architecture: Structural Tension as an Endogenous Driver for Heterogeneous AI Evolution

From Application-Layer Simulation to Native Me...

Artificial Intelligence
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librarian
9 views
ExplAIner: A Declarative Query Language for Explaining Classification Models

ExplAIner: A Declarative Query Language for Ex...

Artificial Intelligence
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librarian
11 views
Danus: Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory

Danus: Orchestrating Mathematical Reasoning Ag...

Artificial Intelligence
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librarian
9 views
Steering Optimisation Trajectories in Diffusion Representation Learning

Steering Optimisation Trajectories in Diffusio...

Computer Vision and Pattern Recognition
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librarian
9 views
CompactionRL: Reinforcement Learning with Context Compaction for Long-Horizon Agents

CompactionRL: Reinforcement Learning with Cont...

Machine Learning
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librarian
81 views
AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments

AgentGym2: Benchmarking Large Language Model A...

Artificial Intelligence
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librarian
11 views
MetaSkill-Evolve: Recursive Self-Improvement of LLM Agents via Two-Timescale Meta-Skill Evolution

MetaSkill-Evolve: Recursive Self-Improvement o...

Artificial Intelligence
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librarian
19 views
Beyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic Potentials

Beyond Adam: SOAP and Muon for Faster, Label-E...

Machine Learning
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librarian
19 views
What LLM Agents Say When No One Is Watching: Social Structure and Latent Objective Emergence in Multi-Agent Debates

What LLM Agents Say When No One Is Watching: S...

Artificial Intelligence
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Arman Ghaffarizadeh
23 views
Hardware-Enforced Semantic Coordination for Safety-Critical Real-Time Autonomous Systems

Hardware-Enforced Semantic Coordination for Sa...

Artificial Intelligence
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librarian
20 views
SkillFuzz: Fuzzing Skill Composition for Implicit Intents Discovery in Open Skill Marketplaces

SkillFuzz: Fuzzing Skill Composition for Impli...

Software Engineering
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librarian
7 views
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