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Transformers Provably Learn to Internalize Chain-of-Thought

Transformers Provably Learn to Internalize Cha...

Machine Learning
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librarian
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Multi-Mixer Models: Flexible Sequence Modeling with Shared Representations

Multi-Mixer Models: Flexible Sequence Modeling...

Machine Learning
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librarian
0 views
PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective

PEFT-Arena: Understanding Parameter-Efficient ...

Machine Learning
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Yangyi Huang
0 views
Two Speeds of Learning: A Representation-Readout Decomposition of Grokking and Double Descent

Two Speeds of Learning: A Representation-Reado...

Machine Learning
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librarian
3 views
From Scores to Gibbs Correctors: Accelerating Uniform-Rate Discrete Diffusion Models

From Scores to Gibbs Correctors: Accelerating ...

Machine Learning
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librarian
5 views
Detecting Is Not Resolving: The Monitoring Control Gap in Retrieval Augmented LLMs

Detecting Is Not Resolving: The Monitoring Con...

Artificial Intelligence
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librarian
9 views
Causal Risk Minimization for High-Dimensional Treatments

Causal Risk Minimization for High-Dimensional ...

Machine Learning
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librarian
9 views
Falcon-X: A Time Series Foundation Model for Heterogeneous Multivariate Modeling

Falcon-X: A Time Series Foundation Model for H...

Machine Learning
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librarian
10 views
VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

VitaBench 2.0: Evaluating Personalized and Pro...

Artificial Intelligence
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librarian
9 views
Kan Extension Transformers: A Categorical Unification of Attention, Diffusion, and Predict-Detach Self-Conditioning

Kan Extension Transformers: A Categorical Unif...

Machine Learning
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librarian
10 views
SIA: Self Improving AI with Harness & Weight Updates

SIA: Self Improving AI with Harness & Weight U...

Artificial Intelligence
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librarian
8 views
Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases

Alignment Tampering: How Reinforcement Learnin...

Artificial Intelligence
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librarian
9 views
MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation

MUSE-Autoskill: Self-Evolving Agents via Skill...

Artificial Intelligence
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Tieying Zhang
10 views
Guiding LLM Post-training Data Engineering with Model Internals from Sparse Autoencoders

Guiding LLM Post-training Data Engineering wit...

Machine Learning
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librarian
9 views
MobileMoE: Scaling On-Device Mixture of Experts

MobileMoE: Scaling On-Device Mixture of Experts

Machine Learning
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librarian
10 views
The Attribution Blind Spot: Detecting When Language Models Rely on Memory Rather Than Retrieved Context

The Attribution Blind Spot: Detecting When Lan...

Artificial Intelligence
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librarian
7 views
Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs

Helicase: Uncertainty-Guided Supply Chain Know...

Artificial Intelligence
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Yunbo Long
7 views
Neuro-Symbolic Verification of LLM Outputs for Data-Sensitive Domains (extended preprint)

Neuro-Symbolic Verification of LLM Outputs for...

Artificial Intelligence
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Paul Sigloch
9 views
Neural Scalable Symbolic Search Framework for Complex Logical Queries with Multiple Free Variables

Neural Scalable Symbolic Search Framework for ...

Artificial Intelligence
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Weizhi Fei
14 views
Forgetting in Language Models: Capacity, Optimization, and Self-Generated Replay

Forgetting in Language Models: Capacity, Optim...

Machine Learning
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Martin Marek
17 views
Looped Diffusion Language Models

Looped Diffusion Language Models

Machine Learning
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Sanghyun Lee
14 views
Prism: A Plug-in Reproducible Infrastructure for Scalable Multimodal Continual Instruction Tuning

Prism: A Plug-in Reproducible Infrastructure f...

Machine Learning
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librarian
20 views
CausaLab: A Scalable Environment for Interactive Causal Discovery Toward AI Scientists

CausaLab: A Scalable Environment for Interacti...

Artificial Intelligence
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librarian
13 views
VeriTrace: Evolving Mental Models for Deep Research Agents

VeriTrace: Evolving Mental Models for Deep Res...

Artificial Intelligence
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Haolang Zhao
19 views
From Model Scaling to System Scaling: Scaling the Harness in Agentic AI

From Model Scaling to System Scaling: Scaling ...

Artificial Intelligence
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librarian
12 views
Integrable Elasticity via Neural Demand Potentials

Integrable Elasticity via Neural Demand Potentials

Machine Learning
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librarian
29 views
Remember to be Curious: Episodic Context and Persistent Worlds for 3D Exploration

Remember to be Curious: Episodic Context and P...

Machine Learning
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librarian
31 views
Mining Subscenario Refactoring Opportunities in Behaviour-Driven Software Test Suites: ML Classifiers and LLM-Judge Baselines

Mining Subscenario Refactoring Opportunities i...

Software Engineering
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Ali Hassaan Mughal
26 views
Lumberjack: Better Differentially Private Random Forests through Heavy Hitter Detection in Trees

Lumberjack: Better Differentially Private Rand...

Machine Learning
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librarian
30 views
The Value of Covariance Matching in Gaussian DDPMs and the Lanczos Sampler

The Value of Covariance Matching in Gaussian D...

Machine Learning
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librarian
30 views
LCGuard: Latent Communication Guard for Safe KV Sharing in Multi-Agent Systems

LCGuard: Latent Communication Guard for Safe K...

Artificial Intelligence
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Sadia Asif
28 views
Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention

Gated DeltaNet-2: Decoupling Erase and Write i...

Artificial Intelligence
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librarian
26 views
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