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AI & ML interests

Scalable Artificial Intelligence

Recent Activity

arenno-amzn updated a dataset about 8 hours ago

arenno-amzn published a dataset 1 day ago

mmiakashs updated a dataset 7 days ago

amazon/ConfBench

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Papers

TrajLoc: Trajectory-Attention Localization for Multi-Object Motion Control

Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference

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Articles

From Hugging Face to Amazon SageMaker Studio in one click

From the Hugging Face Hub to robot hardware with Strands Agents and LeRobot

Building Blocks for Foundation Model Training and Inference on AWS

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amazon 's papers 28

TrajLoc: Trajectory-Attention Localization for Multi-Object Motion Control

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Submitted by

Abhishek Divekar

Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference

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Submitted by

Sangmin Woo

An Empirical Study of Automating Agent Evaluation

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Submitted by

Charith Peris

Emergent Strategic Reasoning Risks in AI: A Taxonomy-Driven Evaluation Framework

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Submitted by

Himanshu Gupta

Expert Upcycling: Shifting the Compute-Efficient Frontier of Mixture-of-Experts

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Submitted by

Niels Rogge

A Frame is Worth One Token: Efficient Generative World Modeling with Delta Tokens

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Submitted by

Yunyi Zhang

Scalable Prompt Routing via Fine-Grained Latent Task Discovery

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2

Submitted by

Rui Zhao

Perceptio: Perception Enhanced Vision Language Models via Spatial Token Generation

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Submitted by

Jiarui Yao

Supervised Fine-Tuning versus Reinforcement Learning: A Study of Post-Training Methods for Large Language Models

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2

Submitted by

Chunyuan Deng

ByteFlow: Language Modeling through Adaptive Byte Compression without a Tokenizer

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2

Submitted by

taesiri

DDiT: Dynamic Patch Scheduling for Efficient Diffusion Transformers

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Submitted by

CL Yu

Approximation of Log-Partition Function in Policy Mirror Descent Induces Implicit Regularization for LLM Post-Training

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Submitted by

Awsaf

LikeBench: Evaluating Subjective Likability in LLMs for Personalization

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2

Submitted by

taesiri

WebCoach: Self-Evolving Web Agents with Cross-Session Memory Guidance

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Submitted by

Yifan Jiang

VIDEOP2R: Video Understanding from Perception to Reasoning

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5

Submitted by

Soyeong

Adaptive Multi-Agent Response Refinement in Conversational Systems

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Submitted by

Song

Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs

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2

Submitted by

Abdul Fatir Ansari

Chronos-2: From Univariate to Universal Forecasting

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Submitted by

taicheng guo

MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training

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Submitted by

Weijie Xu

The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs

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Submitted by

Zhenhailong Wang

Multimodal Policy Internalization for Conversational Agents

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Submitted by

Soyeong

When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

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2

Submitted by

Jiaru Zou

TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning

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3

From Frames to Clips: Efficient Key Clip Selection for Long-Form Video Understanding

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Training Large Language Models To Reason In Parallel With Global Forking Tokens

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Submitted by

Gabriele Berton

CompLLM: Compression for Long Context Q&A

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4

FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline

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1

Submitted by

Weijie Xu

Quantifying Fairness in LLMs Beyond Tokens: A Semantic and Statistical Perspective

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