Machine Learning

TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents

TRACE: Turn-level Reward Assignment via Credit...

Machine Learning
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librarian
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MxGPS: Multiplex Graph Transformers for a Power Grid Foundation Model

MxGPS: Multiplex Graph Transformers for a Powe...

Machine Learning
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librarian
2 views
Transforming Rank: How Architecture Navigates the Spectral Pathologies of Depth

Transforming Rank: How Architecture Navigates ...

Machine Learning
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librarian
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Leveraging unlabelled data for generalizable neural population decoding

Leveraging unlabelled data for generalizable n...

Machine Learning
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librarian
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How to Tame Grokking: Representation Geometry as a Control Signal

How to Tame Grokking: Representation Geometry ...

Machine Learning
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librarian
6 views
An Exact Instrument for State Usage in Selective State-Space Models, and the Input-Driven Migration It Reveals

An Exact Instrument for State Usage in Selecti...

Machine Learning
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librarian
7 views
CDFM: Towards a General-Purpose Causal Discovery Foundation Model

CDFM: Towards a General-Purpose Causal Discove...

Machine Learning
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librarian
6 views
Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias

Inside the Unfair Judge: A Mechanistic Interpr...

Machine Learning
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Xiuying Chen
7 views
Invariant Learning Dynamics of Transformers in Inductive Reasoning Tasks

Invariant Learning Dynamics of Transformers in...

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librarian
7 views
Requential Coding: Pushing the Limits of Model Compression with Self-Generated Training Data

Requential Coding: Pushing the Limits of Model...

Machine Learning
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librarian
5 views
Dimensionality Reduction Meets Network Science: Sensemaking on UMAP's kNN Graph

Dimensionality Reduction Meets Network Science...

Machine Learning
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librarian
31 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
19 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
23 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
20 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
16 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
20 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
25 views
Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

Single-Rollout Asynchronous Optimization for A...

Machine Learning
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librarian
24 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
18 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
18 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
22 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
46 views
Canopy: A Heterograph Foundation Model for Metabolic Engineering

Canopy: A Heterograph Foundation Model for Met...

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

Physics-Informed Neural Embeddings of PDE Solu...

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

Quantitative Gaussian-Process limits of Tensor...

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

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

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

CompactionRL: Reinforcement Learning with Cont...

Machine Learning
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librarian
104 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
39 views
DecompRL: Solving Harder Problems by Learning Modular Code Generation

DecompRL: Solving Harder Problems by Learning ...

Machine Learning
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librarian
33 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
33 views
DemoPSD: Disagreement-Modulated Policy Self-Distillation

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

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

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

Machine Learning
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librarian
32 views
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