Machine Learning

Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

Breaking Entropy Bounds: Accelerating RL Train...

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

On Subquadratic Architectures: From Applicatio...

Machine Learning
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librarian
4 views
APPO: Agentic Procedural Policy Optimization

APPO: Agentic Procedural Policy Optimization

Machine Learning
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librarian
2 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
4 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
4 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
11 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
10 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
4 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
7 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
5 views
Express Language Modeling

Express Language Modeling

Machine Learning
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librarian
5 views
Tight Sample Complexity of Transformers

Tight Sample Complexity of Transformers

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

Rethinking the Divergence Regularization in LLM RL

Machine Learning
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librarian
17 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
20 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
20 views
In-Context Learning for Latent Space Bayesian Optimization

In-Context Learning for Latent Space Bayesian ...

Machine Learning
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librarian
19 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
14 views
Beyond Linear Activation Steering: Invertible Latent Transformations for Controlling LLM Behavior

Beyond Linear Activation Steering: Invertible ...

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

OrderDP: A Theoretically Guaranteed Lossless D...

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

End-to-End Subgraph Detection with GraphDETR

Machine Learning
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librarian
27 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
32 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
38 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
33 views
Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss

Double Preconditioning (DoPr): Optimization fo...

Machine Learning
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Thomas Zhanga
36 views
TailLoR: Protecting Principal Components in Parameter-Efficient Continual Learning

TailLoR: Protecting Principal Components in Pa...

Machine Learning
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librarian
33 views
Regret Minimization with Adaptive Opponents in Repeated Games

Regret Minimization with Adaptive Opponents in...

Machine Learning
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librarian
34 views
RREDCoT: Segment-Level Reward Redistribution for Reasoning Models

RREDCoT: Segment-Level Reward Redistribution f...

Machine Learning
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librarian
23 views
Pretraining Recurrent Networks without Recurrence

Pretraining Recurrent Networks without Recurrence

Machine Learning
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librarian
41 views
Deep Embedded Multiplicative DMD for Algebra-Preserving Koopman Learning

Deep Embedded Multiplicative DMD for Algebra-P...

Machine Learning
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Kelan Gray
32 views
Reinforcement Learning from Rich Feedback with Distributional DAgger

Reinforcement Learning from Rich Feedback with...

Machine Learning
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librarian
36 views
STRIDE: Training Data Attribution via Sparse Recovery from Subset Perturbations

STRIDE: Training Data Attribution via Sparse R...

Machine Learning
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librarian
42 views
Neuron Populations Exhibit Divergent Selectivity with Scale

Neuron Populations Exhibit Divergent Selectivi...

Machine Learning
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Amil Dravid
35 views
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