Machine Learning

FederatedFactory: Generative One-Shot Learning for Extremely Non-IID Distributed Scenarios

FederatedFactory: Generative One-Shot Learning...

Machine Learning
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Andrea Moleri
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The Finetuner's Fallacy: When to Pretrain with Your Finetuning Data

The Finetuner's Fallacy: When to Pretrain with...

Machine Learning
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DatalogyAI Team
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Decoding the Critique Mechanism in Large Reasoning Models

Decoding the Critique Mechanism in Large Reaso...

Machine Learning
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librarian
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Capability-Guided Compression: Toward Interpretability-Aware Budget Allocation for Large Language Models

Capability-Guided Compression: Toward Interpre...

Machine Learning
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librarian
0 views
The Latent Color Subspace: Emergent Order in High-Dimensional Chaos

The Latent Color Subspace: Emergent Order in H...

Machine Learning
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Mateusz Pach
6 views
Neural Thickets: Diverse Task Experts Are Dense Around Pretrained Weights

Neural Thickets: Diverse Task Experts Are Dens...

Machine Learning
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librarian
12 views
Automatic Generation of High-Performance RL Environments

Automatic Generation of High-Performance RL En...

Machine Learning
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Seth Karten
14 views
IsoCompute Playbook: Optimally Scaling Sampling Compute for LLM RL

IsoCompute Playbook: Optimally Scaling Samplin...

Machine Learning
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librarian
447 views
A Quantitative Characterization of Forgetting in Post-Training

A Quantitative Characterization of Forgetting ...

Machine Learning
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librarian
12 views
Matching Features, Not Tokens: Energy-Based Fine-Tuning of Language Models

Matching Features, Not Tokens: Energy-Based Fi...

Machine Learning
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librarian
10 views
Statistical and structural identifiability in representation learning

Statistical and structural identifiability in ...

Machine Learning
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librarian
12 views
Resource-Efficient Iterative LLM-Based NAS with Feedback Memory

Resource-Efficient Iterative LLM-Based NAS wit...

Machine Learning
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librarian
10 views
Cornserve: A Distributed Serving System for Any-to-Any Multimodal Models

Cornserve: A Distributed Serving System for An...

Machine Learning
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Jae-Won Chung
8 views
Neural Field Thermal Tomography: A Differentiable Physics Framework for Non-Destructive Evaluation

Neural Field Thermal Tomography: A Differentia...

Machine Learning
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librarian
12 views
CUPID: A Plug-in Framework for Joint Aleatoric and Epistemic Uncertainty Estimation with a Single Model

CUPID: A Plug-in Framework for Joint Aleatoric...

Machine Learning
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librarian
13 views
Historical Consensus: Preventing Posterior Collapse via Iterative Selection of Gaussian Mixture Priors

Historical Consensus: Preventing Posterior Col...

Machine Learning
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librarian
20 views
The Discrete Charm of the MLP: Binary Routing of Continuous Signals in Transformer Feed-Forward Layers

The Discrete Charm of the MLP: Binary Routing ...

Machine Learning
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Peter Balogh
14 views
TOSSS: a CVE-based Software Security Benchmark for Large Language Models

TOSSS: a CVE-based Software Security Benchmark...

Machine Learning
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librarian
15 views
Continuous Diffusion Transformers for Designing Synthetic Regulatory Elements

Continuous Diffusion Transformers for Designin...

Machine Learning
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librarian
20 views
Factorized Neural Implicit DMD for Parametric Dynamics

Factorized Neural Implicit DMD for Parametric ...

Machine Learning
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librarian
18 views
Safe RLHF Beyond Expectation: Stochastic Dominance for Universal Spectral Risk Control

Safe RLHF Beyond Expectation: Stochastic Domin...

Machine Learning
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librarian
18 views
Leech Lattice Vector Quantization for Efficient LLM Compression

Leech Lattice Vector Quantization for Efficien...

Machine Learning
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librarian
22 views
Ergodicity in reinforcement learning

Ergodicity in reinforcement learning

Machine Learning
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Dominik Baumann
22 views
SNPgen: Phenotype-Supervised Genotype Representation and Synthetic Data Generation via Latent Diffusion

SNPgen: Phenotype-Supervised Genotype Represen...

Machine Learning
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Andrea Lampis
15 views
Dynamics-Predictive Sampling for Active RL Finetuning of Large Reasoning Models

Dynamics-Predictive Sampling for Active RL Fin...

Machine Learning
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librarian
17 views
LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generation

LookaheadKV: Fast and Accurate KV Cache Evicti...

Machine Learning
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Jinwoo Ahn
17 views
GAST: Gradient-aligned Sparse Tuning of Large Language Models with Data-layer Selection

GAST: Gradient-aligned Sparse Tuning of Large ...

Machine Learning
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Kai Yao
17 views
CarbonBench: A Global Benchmark for Upscaling of Carbon Fluxes Using Zero-Shot Learning

CarbonBench: A Global Benchmark for Upscaling ...

Machine Learning
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Aleksei Rozanov
15 views
MSSR: Memory-Aware Adaptive Replay for Continual LLM Fine-Tuning

MSSR: Memory-Aware Adaptive Replay for Continu...

Machine Learning
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Yiyang Lu
20 views
Mousse: Rectifying the Geometry of Muon with Curvature-Aware Preconditioning

Mousse: Rectifying the Geometry of Muon with C...

Machine Learning
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librarian
15 views
On the Width Scaling of Neural Optimizers Under Matrix Operator Norms I: Row/Column Normalization and Hyperparameter Transfer

On the Width Scaling of Neural Optimizers Unde...

Machine Learning
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Ruihan Xu
12 views
From Data Statistics to Feature Geometry: How Correlations Shape Superposition

From Data Statistics to Feature Geometry: How ...

Machine Learning
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librarian
13 views
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