Machine Learning

Rethinking Losses for Diffusion Bridge Samplers

Rethinking Losses for Diffusion Bridge Samplers

Machine Learning
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librarian
4 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
18 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
18 views
Self-Adapting Language Models

Self-Adapting Language Models

Machine Learning
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Adam Zweiger
22 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
19 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
20 views
Canonical Latent Representations in Conditional Diffusion Models

Canonical Latent Representations in Conditiona...

Machine Learning
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librarian
30 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
32 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
30 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
44 views
Uncovering the Functional Roles of Nonlinearity in Memory

Uncovering the Functional Roles of Nonlinearit...

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

Cost-Optimal Active AI Model Evaluation

Machine Learning
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librarian
46 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
45 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
47 views
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State Spaces

Diffuse Everything: Multimodal Diffusion Model...

Machine Learning
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librarian
49 views
CausalPFN: Amortized Causal Effect Estimation via In-Context Learning

CausalPFN: Amortized Causal Effect Estimation ...

Machine Learning
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Vahid Balazadeh
50 views
Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction

Thinking vs. Doing: Agents that Reason by Scal...

Machine Learning
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Junhong Shen
51 views
HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization

HeuriGym: An Agentic Benchmark for LLM-Crafted...

Machine Learning
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Hongzheng Chen
48 views
Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay

Improving Data Efficiency for LLM Reinforcemen...

Machine Learning
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Yifan Sun
81 views
Exploring Diffusion Transformer Designs via Grafting

Exploring Diffusion Transformer Designs via Gr...

Machine Learning
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librarian
93 views
MesaNet: Sequence Modeling by Locally Optimal Test-Time Training

MesaNet: Sequence Modeling by Locally Optimal ...

Machine Learning
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Johannes von Oswald
85 views
Kinetics: Rethinking Test-Time Scaling Laws

Kinetics: Rethinking Test-Time Scaling Laws

Machine Learning
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librarian
90 views
Inference-Time Hyper-Scaling with KV Cache Compression

Inference-Time Hyper-Scaling with KV Cache Com...

Machine Learning
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librarian
86 views
MACS: Multi-Agent Reinforcement Learning for Optimization of Crystal Structures

MACS: Multi-Agent Reinforcement Learning for O...

Machine Learning
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librarian
87 views
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning

Advancing Multimodal Reasoning: From Optimized...

Machine Learning
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librarian
85 views
Horizon Reduction Makes RL Scalable

Horizon Reduction Makes RL Scalable

Machine Learning
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librarian
88 views
OpenThoughts: Data Recipes for Reasoning Models

OpenThoughts: Data Recipes for Reasoning Models

Machine Learning
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librarian
86 views
A Few Moments Please: Scalable Graphon Learning via Moment Matching

A Few Moments Please: Scalable Graphon Learnin...

Machine Learning
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librarian
87 views
Rectified Flows for Fast Multiscale Fluid Flow Modeling

Rectified Flows for Fast Multiscale Fluid Flow...

Machine Learning
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librarian
86 views
How Explanations Leak the Decision Logic: Stealing Graph Neural Networks via Explanation Alignment

How Explanations Leak the Decision Logic: Stea...

Machine Learning
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Bin Ma
91 views
Not All Tokens Are Meant to Be Forgotten

Not All Tokens Are Meant to Be Forgotten

Machine Learning
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librarian
93 views
Provable Reinforcement Learning from Human Feedback with an Unknown Link Function

Provable Reinforcement Learning from Human Fee...

Machine Learning
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librarian
95 views
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