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Collections including paper arxiv:2304.03442

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 1
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks

Paper • 2505.00234 • Published May 1 • 26
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Paper • 2405.07960 • Published May 13, 2024 • 1
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Paper • 2504.20073 • Published Apr 24 • 13

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

生成式AI導論 2024

https://www.youtube.com/@HungyiLeeNTU

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Paper • 2210.06774 • Published Oct 13, 2022 • 2
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
RAIN: Your Language Models Can Align Themselves without Finetuning

Paper • 2309.07124 • Published Sep 13, 2023 • 3
KAN: Kolmogorov-Arnold Networks

Paper • 2404.19756 • Published Apr 30, 2024 • 115

LLMs-for-Gaming

Generative Agent Simulations of 1,000 People

Paper • 2411.10109 • Published Nov 15, 2024 • 5
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
Unbounded: A Generative Infinite Game of Character Life Simulation

Paper • 2410.18975 • Published Oct 24, 2024 • 37
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents

Paper • 2412.03563 • Published Dec 4, 2024 • 1

Agent Based Modeling

Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia

Paper • 2312.03664 • Published Dec 6, 2023 • 11
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 57

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

RA-DIT: Retrieval-Augmented Dual Instruction Tuning

Paper • 2310.01352 • Published Oct 2, 2023 • 7
Self-Consistency Improves Chain of Thought Reasoning in Language Models

Paper • 2203.11171 • Published Mar 21, 2022 • 5
MemGPT: Towards LLMs as Operating Systems

Paper • 2310.08560 • Published Oct 12, 2023 • 8
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models

Paper • 2310.06117 • Published Oct 9, 2023 • 2

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 1
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

LLMs-for-Gaming

Generative Agent Simulations of 1,000 People

Paper • 2411.10109 • Published Nov 15, 2024 • 5
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
Unbounded: A Generative Infinite Game of Character Life Simulation

Paper • 2410.18975 • Published Oct 24, 2024 • 37
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents

Paper • 2412.03563 • Published Dec 4, 2024 • 1

Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks

Paper • 2505.00234 • Published May 1 • 26
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Paper • 2405.07960 • Published May 13, 2024 • 1
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Paper • 2504.20073 • Published Apr 24 • 13

Agent Based Modeling

Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia

Paper • 2312.03664 • Published Dec 6, 2023 • 11
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 57

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

生成式AI導論 2024

https://www.youtube.com/@HungyiLeeNTU

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Paper • 2210.06774 • Published Oct 13, 2022 • 2
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

RA-DIT: Retrieval-Augmented Dual Instruction Tuning

Paper • 2310.01352 • Published Oct 2, 2023 • 7
Self-Consistency Improves Chain of Thought Reasoning in Language Models

Paper • 2203.11171 • Published Mar 21, 2022 • 5
MemGPT: Towards LLMs as Operating Systems

Paper • 2310.08560 • Published Oct 12, 2023 • 8
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models

Paper • 2310.06117 • Published Oct 9, 2023 • 2

Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 13
RAIN: Your Language Models Can Align Themselves without Finetuning

Paper • 2309.07124 • Published Sep 13, 2023 • 3
KAN: Kolmogorov-Arnold Networks

Paper • 2404.19756 • Published Apr 30, 2024 • 115

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