Machine Learning

CAWR: Corruption-Averse Advantage-Weighted Regression for Robust Policy Optimization

CAWR: Corruption-Averse Advantage-Weighted Reg...

Machine Learning
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Ranting Hu
3 views
Over-squashing in Spatiotemporal Graph Neural Networks

Over-squashing in Spatiotemporal Graph Neural ...

Machine Learning
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librarian
5 views
AutoRule: Reasoning Chain-of-thought Extracted Rule-based Rewards Improve Preference Learning

AutoRule: Reasoning Chain-of-thought Extracted...

Machine Learning
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Tevin Wang
5 views
RePCS: Diagnosing Data Memorization in LLM-Powered Retrieval-Augmented Generation

RePCS: Diagnosing Data Memorization in LLM-Pow...

Machine Learning
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librarian
3 views
Memory-Efficient Differentially Private Training with Gradient Random Projection

Memory-Efficient Differentially Private Traini...

Machine Learning
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librarian
3 views
Dense SAE Latents Are Features, Not Bugs

Dense SAE Latents Are Features, Not Bugs

Machine Learning
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librarian
5 views
Train Once, Forget Precisely: Anchored Optimization for Efficient Post-Hoc Unlearning

Train Once, Forget Precisely: Anchored Optimiz...

Machine Learning
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librarian
2 views
Expressive Score-Based Priors for Distribution Matching with Geometry-Preserving Regularization

Expressive Score-Based Priors for Distribution...

Machine Learning
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librarian
2 views
TGDPO: Harnessing Token-Level Reward Guidance for Enhancing Direct Preference Optimization

TGDPO: Harnessing Token-Level Reward Guidance ...

Machine Learning
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Mingkang Zhu
3 views
Towards Desiderata-Driven Design of Visual Counterfactual Explainers

Towards Desiderata-Driven Design of Visual Cou...

Machine Learning
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librarian
2 views
On the Hardness of Bandit Learning

On the Hardness of Bandit Learning

Machine Learning
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librarian
2 views
VideoPDE: Unified Generative PDE Solving via Video Inpainting Diffusion Models

VideoPDE: Unified Generative PDE Solving via V...

Machine Learning
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librarian
7 views
Flexible-length Text Infilling for Discrete Diffusion Models

Flexible-length Text Infilling for Discrete Di...

Machine Learning
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librarian
6 views
Diagnosing and Improving Diffusion Models by Estimating the Optimal Loss Value

Diagnosing and Improving Diffusion Models by E...

Machine Learning
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librarian
8 views
TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning

TimeMaster: Training Time-Series Multimodal LL...

Machine Learning
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Junru Zhang
13 views
Attribution-guided Pruning for Compression, Circuit Discovery, and Targeted Correction in LLMs

Attribution-guided Pruning for Compression, Ci...

Machine Learning
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librarian
2 views
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Discrete Diffusion in Large Language and Multi...

Machine Learning
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librarian
3 views
Rethinking Losses for Diffusion Bridge Samplers

Rethinking Losses for Diffusion Bridge Samplers

Machine Learning
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librarian
22 views
GUARD: Guided Unlearning and Retention via Data Attribution for Large Language Models

GUARD: Guided Unlearning and Retention via Dat...

Machine Learning
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librarian
35 views
Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods

Understanding In-Context Learning on Structure...

Machine Learning
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librarian
40 views
Self-Adapting Language Models

Self-Adapting Language Models

Machine Learning
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Adam Zweiger
40 views
Farseer: A Refined Scaling Law in Large Language Models

Farseer: A Refined Scaling Law in Large Langua...

Machine Learning
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librarian
35 views
Principled Approaches for Extending Neural Architectures to Function Spaces for Operator Learning

Principled Approaches for Extending Neural Arc...

Machine Learning
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librarian
37 views
Canonical Latent Representations in Conditional Diffusion Models

Canonical Latent Representations in Conditiona...

Machine Learning
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librarian
46 views
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Multiverse: Your Language Models Secretly Deci...

Machine Learning
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Xinyu Yang
49 views
Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling

Flipping Against All Odds: Reducing LLM Coin F...

Machine Learning
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librarian
47 views
Agentic Neural Networks: Self-Evolving Multi-Agent Systems via Textual Backpropagation

Agentic Neural Networks: Self-Evolving Multi-A...

Machine Learning
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librarian
65 views
Uncovering the Functional Roles of Nonlinearity in Memory

Uncovering the Functional Roles of Nonlinearit...

Machine Learning
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librarian
56 views
Cost-Optimal Active AI Model Evaluation

Cost-Optimal Active AI Model Evaluation

Machine Learning
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librarian
63 views
W4S4: WaLRUS Meets S4 for Long-Range Sequence Modeling

W4S4: WaLRUS Meets S4 for Long-Range Sequence ...

Machine Learning
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librarian
65 views
FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative Modeling

FunDiff: Diffusion Models over Function Spaces...

Machine Learning
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librarian
65 views
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State Spaces

Diffuse Everything: Multimodal Diffusion Model...

Machine Learning
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librarian
66 views
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