Machine Learning

SOLAR: Communication-Efficient Model Adaptation via Subspace-Oriented Latent Adapter Reparametrization

SOLAR: Communication-Efficient Model Adaptatio...

Machine Learning
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Seyed Mahmoud Sajjadi Mohammadabadi
6 views
TTVS: Boosting Self-Exploring Reinforcement Learning via Test-time Variational Synthesis

TTVS: Boosting Self-Exploring Reinforcement Le...

Machine Learning
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librarian
10 views
KV Cache Offloading for Context-Intensive Tasks

KV Cache Offloading for Context-Intensive Tasks

Machine Learning
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librarian
7 views
What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal

What Drives Representation Steering? A Mechani...

Machine Learning
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librarian
13 views
Dead Weights, Live Signals: Feedforward Graphs of Frozen Language Models

Dead Weights, Live Signals: Feedforward Graphs...

Machine Learning
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Marcus Armstrong
11 views
Persistence-Augmented Neural Networks

Persistence-Augmented Neural Networks

Machine Learning
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librarian
8 views
Meta-learning In-Context Enables Training-Free Cross Subject Brain Decoding

Meta-learning In-Context Enables Training-Free...

Machine Learning
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Mu Nan
8 views
Equivariant Efficient Joint Discrete and Continuous MeanFlow for Molecular Graph Generation

Equivariant Efficient Joint Discrete and Conti...

Machine Learning
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Rongjian Xu
7 views
An Illusion of Unlearning? Assessing Machine Unlearning Through Internal Representations

An Illusion of Unlearning? Assessing Machine U...

Machine Learning
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librarian
10 views
DMax: Aggressive Parallel Decoding for dLLMs

DMax: Aggressive Parallel Decoding for dLLMs

Machine Learning
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librarian
22 views
Mixture Proportion Estimation and Weakly-supervised Kernel Test for Conditional Independence

Mixture Proportion Estimation and Weakly-super...

Machine Learning
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librarian
11 views
Tracking Adaptation Time: Metrics for Temporal Distribution Shift

Tracking Adaptation Time: Metrics for Temporal...

Machine Learning
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Lorenzo Iovine
10 views
Lumbermark: Resistant Clustering by Chopping Up Mutual Reachability Minimum Spanning Trees

Lumbermark: Resistant Clustering by Chopping U...

Machine Learning
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librarian
9 views
How to sketch a learning algorithm

How to sketch a learning algorithm

Machine Learning
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librarian
10 views
SBBTS: A Unified Schrödinger-Bass Framework for Synthetic Financial Time Series

SBBTS: A Unified Schrödinger-Bass Framework fo...

Machine Learning
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Alexandre Alouadi
11 views
Graph Neural ODE Digital Twins for Control-Oriented Reactor Thermal-Hydraulic Forecasting Under Partial Observability

Graph Neural ODE Digital Twins for Control-Ori...

Machine Learning
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librarian
13 views
Diffusion Processes on Implicit Manifolds

Diffusion Processes on Implicit Manifolds

Machine Learning
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librarian
9 views
Weaves, Wires, and Morphisms: Formalizing and Implementing the Algebra of Deep Learning

Weaves, Wires, and Morphisms: Formalizing and ...

Machine Learning
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Vincent Abbott
12 views
SL-FAC: A Communication-Efficient Split Learning Framework with Frequency-Aware Compression

SL-FAC: A Communication-Efficient Split Learni...

Machine Learning
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Zehang Lin
11 views
Learning $\mathsf{AC}^0$ Under Graphical Models

Learning $\mathsf{AC}^0$ Under Graphical Models

Machine Learning
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librarian
15 views
A machine learning framework for uncovering stochastic nonlinear dynamics from noisy data

A machine learning framework for uncovering st...

Machine Learning
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librarian
11 views
In-Place Test-Time Training

In-Place Test-Time Training

Machine Learning
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Di He
12 views
Gym-Anything: Turn any Software into an Agent Environment

Gym-Anything: Turn any Software into an Agent ...

Machine Learning
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librarian
11 views
Optimal-Transport-Guided Functional Flow Matching for Turbulent Field Generation in Hilbert Space

Optimal-Transport-Guided Functional Flow Match...

Machine Learning
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librarian
6 views
Weight-Informed Self-Explaining Clustering for Mixed-Type Tabular Data

Weight-Informed Self-Explaining Clustering for...

Machine Learning
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Qiang Huang
10 views
The UNDO Flip-Flop: A Controlled Probe for Reversible Semantic State Management in State Space Model

The UNDO Flip-Flop: A Controlled Probe for Rev...

Machine Learning
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Hongxu Zhou
8 views
Selecting Decision-Relevant Concepts in Reinforcement Learning

Selecting Decision-Relevant Concepts in Reinfo...

Machine Learning
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librarian
17 views
From Curiosity to Caution: Mitigating Reward Hacking for Best-of-N with Pessimism

From Curiosity to Caution: Mitigating Reward H...

Machine Learning
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Zhuohao Yu
17 views
Data Attribution in Adaptive Learning

Data Attribution in Adaptive Learning

Machine Learning
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librarian
16 views
Stratifying Reinforcement Learning with Signal Temporal Logic

Stratifying Reinforcement Learning with Signal...

Machine Learning
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Justin Curry
18 views
Cog-DRIFT: Exploration on Adaptively Reformulated Instances Enables Learning from Hard Reasoning Problems

Cog-DRIFT: Exploration on Adaptively Reformula...

Machine Learning
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librarian
14 views
HI-MoE: Hierarchical Instance-Conditioned Mixture-of-Experts for Object Detection

HI-MoE: Hierarchical Instance-Conditioned Mixt...

Machine Learning
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Vadim Vashkelis
15 views
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