Machine Learning

Dimensionality Reduction Meets Network Science: Sensemaking on UMAP's kNN Graph

Dimensionality Reduction Meets Network Science...

Machine Learning
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librarian
7 views
EdgeRefine: Privacy-Utility Balance for Graphs via Jaccard Sampling under Edge Differential Privacy

EdgeRefine: Privacy-Utility Balance for Graphs...

Machine Learning
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librarian
3 views
BiSCo-LLM: Lookup-Free Binary Spherical Coding for Extreme Low-Bit Large Language Model Compression

BiSCo-LLM: Lookup-Free Binary Spherical Coding...

Machine Learning
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librarian
7 views
Latent Memory Palace: Reasoning for Control as Autoregressive Variational Inference

Latent Memory Palace: Reasoning for Control as...

Machine Learning
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Chuning Zhu
7 views
Super Weights in LLMs and the Failure of Selective Training

Super Weights in LLMs and the Failure of Selec...

Machine Learning
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librarian
6 views
SLORR: Simple and Efficient In-Training Low-Rank Regularization

SLORR: Simple and Efficient In-Training Low-Ra...

Machine Learning
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librarian
7 views
How Data Shapes RoPE Frequency Usage: From Positional Scale Matching to Length Generalization

How Data Shapes RoPE Frequency Usage: From Pos...

Machine Learning
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librarian
12 views
Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

Single-Rollout Asynchronous Optimization for A...

Machine Learning
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librarian
10 views
Agon: Competitive Cross-Model RL with Implicit Rival Grading of Reasoning

Agon: Competitive Cross-Model RL with Implicit...

Machine Learning
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Vladislav Beliaev
9 views
Selective Timestep Weighting and Advantage-Based Replay for Sample-Efficient Diffusion RLHF

Selective Timestep Weighting and Advantage-Bas...

Machine Learning
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Eric Zhu
9 views
The Key to Going Linear: Analysis-Driven Transformer Linearization

The Key to Going Linear: Analysis-Driven Trans...

Machine Learning
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librarian
11 views
Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion

Graph Convolutional Attention: A Spectral Pers...

Machine Learning
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librarian
35 views
Canopy: A Heterograph Foundation Model for Metabolic Engineering

Canopy: A Heterograph Foundation Model for Met...

Machine Learning
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librarian
16 views
Physics-Informed Neural Embeddings of PDE Solution Families

Physics-Informed Neural Embeddings of PDE Solu...

Machine Learning
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Leonid Sarieddine
17 views
Quantitative Gaussian-Process limits of Tensor Programs

Quantitative Gaussian-Process limits of Tensor...

Machine Learning
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librarian
15 views
TILDE: TILt-based Distributional Erasure for Concept Unlearning

TILDE: TILt-based Distributional Erasure for C...

Machine Learning
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librarian
11 views
CompactionRL: Reinforcement Learning with Context Compaction for Long-Horizon Agents

CompactionRL: Reinforcement Learning with Cont...

Machine Learning
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librarian
92 views
Beyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic Potentials

Beyond Adam: SOAP and Muon for Faster, Label-E...

Machine Learning
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librarian
29 views
DecompRL: Solving Harder Problems by Learning Modular Code Generation

DecompRL: Solving Harder Problems by Learning ...

Machine Learning
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librarian
25 views
Neuron-Aware Data Selection for Annotation-Free LLM Self-Distillation

Neuron-Aware Data Selection for Annotation-Fre...

Machine Learning
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librarian
22 views
DemoPSD: Disagreement-Modulated Policy Self-Distillation

DemoPSD: Disagreement-Modulated Policy Self-Di...

Machine Learning
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Yunhe Li
58 views
Program-as-Weights: A Programming Paradigm for Fuzzy Functions

Program-as-Weights: A Programming Paradigm for...

Machine Learning
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librarian
25 views
HERMES: A Multi-Granularity Labeling Substrate for Pre-training Data Mixtures

HERMES: A Multi-Granularity Labeling Substrate...

Machine Learning
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librarian
25 views
Generalization in offline RL: The structure is more important than the amount of pessimism

Generalization in offline RL: The structure is...

Machine Learning
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Max Weltevrede
22 views
One More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective

One More Time: Revisiting Neural Quantum State...

Machine Learning
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Juan Agustín Duque
20 views
A Lightweight Self-Supervised Learning Framework for Multivariate Time Series using Hierarchical-JEPA on ECG Data

A Lightweight Self-Supervised Learning Framewo...

Machine Learning
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librarian
81 views
Right in the Right Way: LM Training with Verifiable Rewards and Human Demonstrations

Right in the Right Way: LM Training with Verif...

Machine Learning
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Mehul Damani
33 views
TiRex-2: Generalizing TiRex to Multivariate Data and Streaming

TiRex-2: Generalizing TiRex to Multivariate Da...

Machine Learning
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librarian
23 views
Language-Critique Imitation Learning from Suboptimal Demonstrations

Language-Critique Imitation Learning from Subo...

Machine Learning
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librarian
25 views
QuasiMoTTo: Quasi-Monte Carlo Test-Time Scaling

QuasiMoTTo: Quasi-Monte Carlo Test-Time Scaling

Machine Learning
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librarian
23 views
Neural Certificate Pricing for Combinatorial Optimization Problems

Neural Certificate Pricing for Combinatorial O...

Machine Learning
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librarian
25 views
Is One Layer Enough? Training A Single Transformer Layer Can Match Full-Parameter RL Training

Is One Layer Enough? Training A Single Transfo...

Machine Learning
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Zijian Zhang
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