Machine Learning

Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay

Improving Data Efficiency for LLM Reinforcemen...

Machine Learning
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Yifan Sun
4 views
Exploring Diffusion Transformer Designs via Grafting

Exploring Diffusion Transformer Designs via Gr...

Machine Learning
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librarian
19 views
MesaNet: Sequence Modeling by Locally Optimal Test-Time Training

MesaNet: Sequence Modeling by Locally Optimal ...

Machine Learning
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Johannes von Oswald
17 views
Kinetics: Rethinking Test-Time Scaling Laws

Kinetics: Rethinking Test-Time Scaling Laws

Machine Learning
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librarian
22 views
Inference-Time Hyper-Scaling with KV Cache Compression

Inference-Time Hyper-Scaling with KV Cache Com...

Machine Learning
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librarian
18 views
MACS: Multi-Agent Reinforcement Learning for Optimization of Crystal Structures

MACS: Multi-Agent Reinforcement Learning for O...

Machine Learning
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librarian
18 views
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning

Advancing Multimodal Reasoning: From Optimized...

Machine Learning
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librarian
20 views
Horizon Reduction Makes RL Scalable

Horizon Reduction Makes RL Scalable

Machine Learning
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librarian
21 views
OpenThoughts: Data Recipes for Reasoning Models

OpenThoughts: Data Recipes for Reasoning Models

Machine Learning
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librarian
20 views
A Few Moments Please: Scalable Graphon Learning via Moment Matching

A Few Moments Please: Scalable Graphon Learnin...

Machine Learning
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librarian
20 views
Rectified Flows for Fast Multiscale Fluid Flow Modeling

Rectified Flows for Fast Multiscale Fluid Flow...

Machine Learning
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librarian
21 views
How Explanations Leak the Decision Logic: Stealing Graph Neural Networks via Explanation Alignment

How Explanations Leak the Decision Logic: Stea...

Machine Learning
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Bin Ma
20 views
Not All Tokens Are Meant to Be Forgotten

Not All Tokens Are Meant to Be Forgotten

Machine Learning
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librarian
21 views
Provable Reinforcement Learning from Human Feedback with an Unknown Link Function

Provable Reinforcement Learning from Human Fee...

Machine Learning
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librarian
29 views
Zero-Shot Time Series Forecasting with Covariates via In-Context Learning

Zero-Shot Time Series Forecasting with Covaria...

Machine Learning
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librarian
26 views
StreamBP: Memory-Efficient Exact Backpropagation for Long Sequence Training of LLMs

StreamBP: Memory-Efficient Exact Backpropagati...

Machine Learning
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librarian
26 views
PoLAR: Polar-Decomposed Low-Rank Adapter Representation

PoLAR: Polar-Decomposed Low-Rank Adapter Repre...

Machine Learning
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librarian
26 views
Retrieval-Augmented Generation as Noisy In-Context Learning: A Unified Theory and Risk Bounds

Retrieval-Augmented Generation as Noisy In-Con...

Machine Learning
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librarian
26 views
MuLoCo: Muon is a practical inner optimizer for DiLoCo

MuLoCo: Muon is a practical inner optimizer fo...

Machine Learning
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librarian
57 views
Global optimization of graph acquisition functions for neural architecture search

Global optimization of graph acquisition funct...

Machine Learning
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Calvin Tsay
52 views
Model Immunization from a Condition Number Perspective

Model Immunization from a Condition Number Per...

Machine Learning
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librarian
51 views
AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction

AMBER: Adaptive Mesh Generation by Iterative M...

Machine Learning
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librarian
49 views
Distortion of AI Alignment: Does Preference Optimization Optimize for Preferences?

Distortion of AI Alignment: Does Preference Op...

Machine Learning
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Paul Go¨lz
50 views
Continuous Chain of Thought Enables Parallel Exploration and Reasoning

Continuous Chain of Thought Enables Parallel E...

Machine Learning
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librarian
49 views
Learning Compositional Functions with Transformers from Easy-to-Hard Data

Learning Compositional Functions with Transfor...

Machine Learning
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librarian
48 views
Knowledge Insulating Vision-Language-Action Models: Train Fast, Run Fast, Generalize Better

Knowledge Insulating Vision-Language-Action Mo...

Machine Learning
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librarian
49 views
REOrdering Patches Improves Vision Models

REOrdering Patches Improves Vision Models

Machine Learning
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librarian
48 views
Differential Information: An Information-Theoretic Perspective on Preference Optimization

Differential Information: An Information-Theor...

Machine Learning
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librarian
47 views
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

The Entropy Mechanism of Reinforcement Learnin...

Machine Learning
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librarian
50 views
Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents

Position: Uncertainty Quantification Needs Rea...

Machine Learning
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librarian
50 views
Geometric Hyena Networks for Large-scale Equivariant Learning

Geometric Hyena Networks for Large-scale Equiv...

Machine Learning
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librarian
46 views
On Learning Verifiers for Chain-of-Thought Reasoning

On Learning Verifiers for Chain-of-Thought Rea...

Machine Learning
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Maria-Florina Balcan
50 views
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