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On the Safety of Graph Representation Learning

On the Safety of Graph Representation Learning

Machine Learning
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Xiaoguang, Ziming, Shawn, Soonwoo, Chuxu
3 views
Why Global LLM Leaderboards Are Misleading: Small Portfolios for Heterogeneous Supervised ML

Why Global LLM Leaderboards Are Misleading: Sm...

Machine Learning
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Jai Moondra
8 views
Verifier-Backed Hard Problem Generation for Mathematical Reasoning

Verifier-Backed Hard Problem Generation for Ma...

Machine Learning
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librarian
8 views
UniPool: A Globally Shared Expert Pool for Mixture-of-Experts

UniPool: A Globally Shared Expert Pool for Mix...

Machine Learning
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librarian
5 views
SkillOS: Learning Skill Curation for Self-Evolving Agents

SkillOS: Learning Skill Curation for Self-Evol...

Artificial Intelligence
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librarian
4 views
AI Co-Mathematician: Accelerating Mathematicians with Agentic AI

AI Co-Mathematician: Accelerating Mathematicia...

Artificial Intelligence
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Daniel Zheng
6 views
On-line Learning in Tree MDPs by Treating Policies as Bandit Arms

On-line Learning in Tree MDPs by Treating Poli...

Artificial Intelligence
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Anvay Shah
6 views
The Impossibility Triangle of Long-Context Modeling

The Impossibility Triangle of Long-Context Mod...

Computation and Language
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librarian
9 views
Executable World Models for ARC-AGI-3 in the Era of Coding Agents

Executable World Models for ARC-AGI-3 in the E...

Artificial Intelligence
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Sergey Rodionov
10 views
Joint Treatment Effect Estimation from Incomplete Healthcare Data: Temporal Causal Normalizing Flows with LLM-driven Evolutionary MNAR Imputation

Joint Treatment Effect Estimation from Incompl...

Machine Learning
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librarian
9 views
Estimating the expected output of wide random MLPs more efficiently than sampling

Estimating the expected output of wide random ...

Machine Learning
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librarian
11 views
Position: Embodied AI Requires a Privacy-Utility Trade-off

Position: Embodied AI Requires a Privacy-Utili...

Artificial Intelligence
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librarian
10 views
LongSeeker: Elastic Context Orchestration for Long-Horizon Search Agents

LongSeeker: Elastic Context Orchestration for ...

Artificial Intelligence
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librarian
9 views
The Predictive-Causal Gap: An Impossibility Theorem and Large-Scale Neural Evidence

The Predictive-Causal Gap: An Impossibility Th...

Machine Learning
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librarian
8 views
Understanding In-Context Learning for Nonlinear Regression with Transformers: Attention as Featurizer

Understanding In-Context Learning for Nonlinea...

Machine Learning
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librarian
9 views
A Foundation Model for Zero-Shot Logical Rule Induction

A Foundation Model for Zero-Shot Logical Rule ...

Artificial Intelligence
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librarian
9 views
Uno-Orchestra: Parsimonious Agent Routing via Selective Delegation

Uno-Orchestra: Parsimonious Agent Routing via ...

Artificial Intelligence
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Zhiqing Cui
10 views
Contextual Multi-Objective Optimization: Rethinking Objectives in Frontier AI Systems

Contextual Multi-Objective Optimization: Rethi...

Artificial Intelligence
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librarian
11 views
Flow Sampling: Learning to Sample from Unnormalized Densities via Denoising Conditional Processes

Flow Sampling: Learning to Sample from Unnorma...

Machine Learning
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Aaron Havens
13 views
A Closed-Form Adaptive-Landmark Kernel for Certified Point-Cloud and Graph Classification

A Closed-Form Adaptive-Landmark Kernel for Cer...

Machine Learning
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librarian
12 views
Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours

Redefining AI Red Teaming in the Agentic Era: ...

Artificial Intelligence
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librarian
13 views
OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories

OpenSeeker-v2: Pushing the Limits of Search Ag...

Artificial Intelligence
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Yuwen Du
11 views
QKVShare: Quantized KV-Cache Handoff for Multi-Agent On-Device LLMs

QKVShare: Quantized KV-Cache Handoff for Multi...

Artificial Intelligence
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Pratik Honavar
11 views
Integrating Feature Correlation in Differential Privacy with Applications in DP-ERM

Integrating Feature Correlation in Differentia...

Machine Learning
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Tianyu Wang
13 views
Transformers with Selective Access to Early Representations

Transformers with Selective Access to Early Re...

Machine Learning
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librarian
13 views
Pretrained Model Representations as Acquisition Signals for Active Learning of MLIPs

Pretrained Model Representations as Acquisitio...

Machine Learning
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librarian
12 views
Agentic-imodels: Evolving agentic interpretability tools via autoresearch

Agentic-imodels: Evolving agentic interpretabi...

Artificial Intelligence
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librarian
12 views
Correct Is Not Enough: Training Reasoning Planners with Executor-Grounded Rewards

Correct Is Not Enough: Training Reasoning Plan...

Artificial Intelligence
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librarian
12 views
EvoLM: Self-Evolving Language Models through Co-Evolved Discriminative Rubrics

EvoLM: Self-Evolving Language Models through C...

Artificial Intelligence
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librarian
12 views
First-Order Efficiency for Probabilistic Value Estimation via A Statistical Viewpoint

First-Order Efficiency for Probabilistic Value...

Artificial Intelligence
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Weijing Tang
15 views
AI-Generated Smells: An Analysis of Code and Architecture in LLM and Agent-Driven Development

AI-Generated Smells: An Analysis of Code and A...

Software Engineering
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librarian
12 views
Foundation Models to Unlock Real-World Evidence from Nationwide Medical Claims

Foundation Models to Unlock Real-World Evidenc...

Artificial Intelligence
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librarian
17 views
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