Machine Learning

Understanding and Improving Continuous Adversarial Training for LLMs via In-context Learning Theory

Understanding and Improving Continuous Adversa...

Machine Learning
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librarian
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SCNO: Spiking Compositional Neural Operator -- Towards a Neuromorphic Foundation Model for Nuclear PDE Solving

SCNO: Spiking Compositional Neural Operator --...

Machine Learning
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Samrendra Roy
5 views
KL Divergence Between Gaussians: A Step-by-Step Derivation for the Variational Autoencoder Objective

KL Divergence Between Gaussians: A Step-by-Ste...

Machine Learning
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librarian
3 views
Layerwise Dynamics for In-Context Classification in Transformers

Layerwise Dynamics for In-Context Classificati...

Machine Learning
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librarian
4 views
Fairness is Not Flat: Geometric Phase Transitions Against Shortcut Learning

Fairness is Not Flat: Geometric Phase Transiti...

Machine Learning
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librarian
4 views
Towards Autonomous Mechanistic Reasoning in Virtual Cells

Towards Autonomous Mechanistic Reasoning in Vi...

Machine Learning
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librarian
5 views
A Mechanistic Analysis of Looped Reasoning Language Models

A Mechanistic Analysis of Looped Reasoning Lan...

Machine Learning
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Hugh Blayney
3 views
Solving Physics Olympiad via Reinforcement Learning on Physics Simulators

Solving Physics Olympiad via Reinforcement Lea...

Machine Learning
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librarian
3 views
WaveMoE: A Wavelet-Enhanced Mixture-of-Experts Foundation Model for Time Series Forecasting

WaveMoE: A Wavelet-Enhanced Mixture-of-Experts...

Machine Learning
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librarian
3 views
CodeQuant: Unified Clustering and Quantization for Enhanced Outlier Smoothing in Low-Precision Mixture-of-Experts

CodeQuant: Unified Clustering and Quantization...

Machine Learning
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librarian
4 views
IceCache: Memory-efficient KV-cache Management for Long-Sequence LLMs

IceCache: Memory-efficient KV-cache Management...

Machine Learning
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Yuzhen Mao
4 views
Topology-Aware PAC-Bayesian Generalization Analysis for Graph Neural Networks

Topology-Aware PAC-Bayesian Generalization Ana...

Machine Learning
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Xinping Yi
3 views
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
9 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
16 views
KV Cache Offloading for Context-Intensive Tasks

KV Cache Offloading for Context-Intensive Tasks

Machine Learning
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librarian
14 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
25 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
27 views
Persistence-Augmented Neural Networks

Persistence-Augmented Neural Networks

Machine Learning
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librarian
12 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
13 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
13 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
16 views
DMax: Aggressive Parallel Decoding for dLLMs

DMax: Aggressive Parallel Decoding for dLLMs

Machine Learning
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librarian
38 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
16 views
Tracking Adaptation Time: Metrics for Temporal Distribution Shift

Tracking Adaptation Time: Metrics for Temporal...

Machine Learning
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Lorenzo Iovine
16 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
18 views
How to sketch a learning algorithm

How to sketch a learning algorithm

Machine Learning
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librarian
16 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
21 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
18 views
Diffusion Processes on Implicit Manifolds

Diffusion Processes on Implicit Manifolds

Machine Learning
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librarian
15 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
17 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
16 views
Learning $\mathsf{AC}^0$ Under Graphical Models

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

Machine Learning
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librarian
19 views
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