Machine Learning

Dense Supervision, Sparse Updates: On the Sparsity and Geometry of On-Policy Distillation

Dense Supervision, Sparse Updates: On the Spar...

Machine Learning
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librarian
4 views
The Stable Recovery Manifold: Geometric Principles Governing Recoverability in Continual Learning

The Stable Recovery Manifold: Geometric Princi...

Machine Learning
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librarian
8 views
Beyond the Commitment Boundary: Probing Epiphenomenal Chain-of-Thought in Large Reasoning Models

Beyond the Commitment Boundary: Probing Epiphe...

Machine Learning
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Daniel Scalena
11 views
Existence Precedes Value: Joint Modeling of Observational Existence and Evolving States in Time Series Forecasting

Existence Precedes Value: Joint Modeling of Ob...

Machine Learning
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librarian
9 views
A2D2: Fine-Tuning Any-Length Discrete Diffusion for Adaptive Decoding

A2D2: Fine-Tuning Any-Length Discrete Diffusio...

Machine Learning
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Sophia Tang
10 views
MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Population-Level Test-Time Scaling

MaxProof: Scaling Mathematical Proof with Gene...

Machine Learning
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librarian
17 views
Learning with Simulators: No Regret in a Computationally Bounded World

Learning with Simulators: No Regret in a Compu...

Machine Learning
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Sasha Voitovych
8 views
Understanding Truncated Positional Encodings for Graph Neural Networks

Understanding Truncated Positional Encodings f...

Machine Learning
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librarian
8 views
The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics

The Standard Interpretable Model: A general th...

Machine Learning
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Pietro Barbiero
13 views
Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

Breaking Entropy Bounds: Accelerating RL Train...

Machine Learning
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librarian
14 views
On Subquadratic Architectures: From Applications to Principles

On Subquadratic Architectures: From Applicatio...

Machine Learning
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librarian
15 views
APPO: Agentic Procedural Policy Optimization

APPO: Agentic Procedural Policy Optimization

Machine Learning
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librarian
13 views
Redesign Mixture-of-Experts Routers with Manifold Power Iteration

Redesign Mixture-of-Experts Routers with Manif...

Machine Learning
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Songhao Wu
17 views
Generalization Hacking: Models Can Game Reinforcement Learning by Preventing Behavioral Generalization

Generalization Hacking: Models Can Game Reinfo...

Machine Learning
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librarian
11 views
EEVEE: Towards Test-time Prompt Learning in the Real World for Self-Improving Agents

EEVEE: Towards Test-time Prompt Learning in th...

Machine Learning
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Weixian Xu
25 views
A Unifying Lens on Supervised Fine-Tuning Through Target Distribution Design

A Unifying Lens on Supervised Fine-Tuning Thro...

Machine Learning
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Tong Xie
21 views
When to Align, When to Predict: A Phase Diagram for Multimodal Learning

When to Align, When to Predict: A Phase Diagra...

Machine Learning
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Ilay Kamai
18 views
K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling

K-Forcing: Joint Next-K-Token Decoding via Pus...

Machine Learning
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librarian
20 views
CLP: Collocation-Length Prediction for Zero-Loss Adaptive Multi-Token Inference

CLP: Collocation-Length Prediction for Zero-Lo...

Machine Learning
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librarian
20 views
Express Language Modeling

Express Language Modeling

Machine Learning
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librarian
12 views
Tight Sample Complexity of Transformers

Tight Sample Complexity of Transformers

Machine Learning
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librarian
31 views
Rethinking the Divergence Regularization in LLM RL

Rethinking the Divergence Regularization in LLM RL

Machine Learning
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librarian
33 views
Muon Learns More Robust and Transferable Features than Adam

Muon Learns More Robust and Transferable Featu...

Machine Learning
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Fengzhuo Zhang
32 views
Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

Graph Mamba Operator: A Latent Simulator for I...

Machine Learning
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librarian
33 views
In-Context Learning for Latent Space Bayesian Optimization

In-Context Learning for Latent Space Bayesian ...

Machine Learning
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librarian
33 views
Algorithm for Contextual Queueing Bandits with Rate-Optimal Queue Length Regret

Algorithm for Contextual Queueing Bandits with...

Machine Learning
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Seoungbin Bae
26 views
Beyond Linear Activation Steering: Invertible Latent Transformations for Controlling LLM Behavior

Beyond Linear Activation Steering: Invertible ...

Machine Learning
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librarian
20 views
OrderDP: A Theoretically Guaranteed Lossless Dynamic Data Pruning Framework

OrderDP: A Theoretically Guaranteed Lossless D...

Machine Learning
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librarian
18 views
End-to-End Subgraph Detection with GraphDETR

End-to-End Subgraph Detection with GraphDETR

Machine Learning
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librarian
37 views
The Post-GCN Decade Revisited: Curvature-Stratified Evaluation of Relational Learning

The Post-GCN Decade Revisited: Curvature-Strat...

Machine Learning
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Shuo Wang
42 views
Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving

Tangram: Unlocking Non-Uniform KV Cache for Ef...

Machine Learning
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librarian
47 views
Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction

Plug-and-Play Guidance for Discrete Diffusion ...

Machine Learning
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librarian
41 views
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