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Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

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Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA

Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA

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4 min read
Extracting Prompts by Inverting LLM Outputs

Extracting Prompts by Inverting LLM Outputs

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4 min read
Denoising LM: Pushing the Limits of Error Correction Models for Speech Recognition
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Denoising LM: Pushing the Limits of Error Correction Models for Speech Recognition

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4 min read
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization
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Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

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4 min read
Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling

Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling

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4 min read
DarkDNS: Revisiting the Value of Rapid Zone Update
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DarkDNS: Revisiting the Value of Rapid Zone Update

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4 min read
Efficient Encoder-Decoder Transformer Decoding for Decomposable Tasks
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Efficient Encoder-Decoder Transformer Decoding for Decomposable Tasks

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3 min read
Unsupervised Evaluation of Code LLMs with Round-Trip Correctness
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Unsupervised Evaluation of Code LLMs with Round-Trip Correctness

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4 min read
The CAP Principle for LLM Serving
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The CAP Principle for LLM Serving

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4 min read
ColorFoil: Investigating Color Blindness in Large Vision and Language Models
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ColorFoil: Investigating Color Blindness in Large Vision and Language Models

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4 min read
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!
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Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

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5 min read
Self-playing Adversarial Language Game Enhances LLM Reasoning
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Self-playing Adversarial Language Game Enhances LLM Reasoning

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4 min read
Training Language Models to Generate Text with Citations via Fine-grained Rewards
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Training Language Models to Generate Text with Citations via Fine-grained Rewards

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3 min read
ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation
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ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation

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4 min read
InvertAvatar: Incremental GAN Inversion for Generalized Head Avatars

InvertAvatar: Incremental GAN Inversion for Generalized Head Avatars

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4 min read
Why are Sensitive Functions Hard for Transformers?

Why are Sensitive Functions Hard for Transformers?

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4 min read
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
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Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving

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3 min read
Transformers Can Do Arithmetic with the Right Embeddings
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Transformers Can Do Arithmetic with the Right Embeddings

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4 min read
Thermodynamic Natural Gradient Descent

Thermodynamic Natural Gradient Descent

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5 min read
Representation noising effectively prevents harmful fine-tuning on LLMs

Representation noising effectively prevents harmful fine-tuning on LLMs

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5 min read
A Declarative System for Optimizing AI Workloads

A Declarative System for Optimizing AI Workloads

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4 min read
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once

BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once

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4 min read
Demo Paper: A Game Agents Battle Driven by Free-Form Text Commands Using Code-Generation LLM
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Demo Paper: A Game Agents Battle Driven by Free-Form Text Commands Using Code-Generation LLM

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4 min read
Attention as an RNN

Attention as an RNN

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4 min read
Pareto Optimal Learning for Estimating Large Language Model Errors
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Pareto Optimal Learning for Estimating Large Language Model Errors

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4 min read
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