Machine Learning

Reasoning as Attractor Dynamics: Latent Memory Retrieval via Gibbs-Weighted Energy Minimization

Reasoning as Attractor Dynamics: Latent Memory...

Machine Learning
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librarian
2 views
Grad Detect: Gradient-Based Hallucination Detection in LLMs

Grad Detect: Gradient-Based Hallucination Dete...

Machine Learning
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librarian
2 views
Real vs. Complex Spectral Bases for Neural Operators: The Role of Green's Function Alignment

Real vs. Complex Spectral Bases for Neural Ope...

Machine Learning
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librarian
1 view
Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping

Parallel Manifold Steering: Efficient Adaptati...

Machine Learning
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Kanishk Awadhiya
2 views
Data Augmentation: A Fourier Analysis Perspective

Data Augmentation: A Fourier Analysis Perspective

Machine Learning
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Behrooz Tahmasebi
0 views
FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction

FlowPipe: LLM-Enhanced Conditional Generative ...

Machine Learning
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Kunyu Ni
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Open Problem: Is AdamW Effective Under Heavy-Tailed Noise?

Open Problem: Is AdamW Effective Under Heavy-T...

Machine Learning
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librarian
3 views
MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

MAS-PromptBench: When Does Prompt Optimization...

Machine Learning
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librarian
7 views
SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression

SVD-Surgeon: Optimal Singular-Value Surgery fo...

Machine Learning
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librarian
11 views
On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners

On the Limits of Prompt-Conditioned Language M...

Machine Learning
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Jun Wang
6 views
Tapered Language Models

Tapered Language Models

Machine Learning
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librarian
7 views
Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation

Enhancing LLMs for Graph Tasks via Graph-aware...

Machine Learning
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librarian
5 views
Discovering Latent Groups for Robust Classification

Discovering Latent Groups for Robust Classific...

Machine Learning
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librarian
7 views
The Scissors Effect: When Resize-Based Input Diversity Helps or Hurts Transfer Attacks

The Scissors Effect: When Resize-Based Input D...

Machine Learning
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librarian
6 views
Reliability-Guided Adaptive Ensembling for Robust Test-Time Adaptation

Reliability-Guided Adaptive Ensembling for Rob...

Machine Learning
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librarian
3 views
Multi-Task Bayesian In-Context Learning

Multi-Task Bayesian In-Context Learning

Machine Learning
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librarian
24 views
Agentic Symbolic Search: Characterizing PDEs Beyond Hand-crafted Expressions, Meshes, and Neural Networks

Agentic Symbolic Search: Characterizing PDEs B...

Machine Learning
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librarian
25 views
How Transparent is DiffusionGemma?

How Transparent is DiffusionGemma?

Machine Learning
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librarian
17 views
Fisher-Geometric Sharpness and the Implicit Bias of SGD toward Flat Minima

Fisher-Geometric Sharpness and the Implicit Bi...

Machine Learning
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librarian
16 views
The Token Is a Group Element: On Lie-Algebra Attention over Matrix Lie Groups

The Token Is a Group Element: On Lie-Algebra A...

Machine Learning
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librarian
18 views
Optimal Deterministic Multicalibration and Omniprediction

Optimal Deterministic Multicalibration and Omn...

Machine Learning
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librarian
18 views
Shifting-based Optimizable Linear Relaxations for General Activation Functions

Shifting-based Optimizable Linear Relaxations ...

Machine Learning
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Philipp Kern
16 views
Sensorimotor World Models: Perception for Action via Inverse Dynamics

Sensorimotor World Models: Perception for Acti...

Machine Learning
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librarian
19 views
What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis

What Makes Effective Supervision in Latent Cha...

Machine Learning
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Xiaoyu Shen
14 views
Critical Percolation as a Synthetic Data Model for Interpretability

Critical Percolation as a Synthetic Data Model...

Machine Learning
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librarian
14 views
CRAX: Fast Safe Reinforcement Learning Benchmarking

CRAX: Fast Safe Reinforcement Learning Benchma...

Machine Learning
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librarian
14 views
Essential Subspace Merging for Multi-Task Learning

Essential Subspace Merging for Multi-Task Learning

Machine Learning
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Longhua Li
21 views
The Reward Was in Your Data All Along: Correcting Flow Matching with Discriminator-Guided RL

The Reward Was in Your Data All Along: Correct...

Machine Learning
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librarian
18 views
Diffusion-Proof: Recipe for Formal Theorem Proving Beyond Auto-Regressive Generation

Diffusion-Proof: Recipe for Formal Theorem Pro...

Machine Learning
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Ruida Wang
19 views
Explaining Attention with Program Synthesis

Explaining Attention with Program Synthesis

Machine Learning
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Amiri Hayes
16 views
Ternary Mamba: Grouped Quantization-Aware Training of W1.58A16 State Space Models

Ternary Mamba: Grouped Quantization-Aware Trai...

Machine Learning
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librarian
38 views
SoftMoE: Soft Differentiable Routing for Mixture-of-Experts in LLMs

SoftMoE: Soft Differentiable Routing for Mixtu...

Machine Learning
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librarian
30 views
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