明天AAAI全文截稿了，不知道大家的論文投的咋樣啦？學(xué)姐不得不提一句，今年的AAAI投稿量又破新高了，快14,000吶！卷哭...

不過這個(gè)投稿量也在意料之中，AAAI屬于中國(guó)計(jì)算機(jī)學(xué)會(huì)CCF的A類國(guó)際學(xué)術(shù)會(huì)議，在人工智能領(lǐng)域享有盛譽(yù)，去年的錄用率更是只有15%，在如此激烈的競(jìng)爭(zhēng)中脫穎而出，也足以證明自己的實(shí)力。

讓我們先來看看AAAI今年的會(huì)議投稿流程：

從2019年開始，AAAI的投稿量成倍上升，2018年還是只有3800，到了2022年就猛增到了9020，今年的14,000更是嚇人，但逐年下降的錄用率也告訴了我們?cè)絹碓絿?yán)格的審稿制度和投稿規(guī)范要求。為了不被輕易“卷”走，我們要做的依然是不斷提高論文的質(zhì)量。

如何提高論文的質(zhì)量？你需要知道：想要獲得優(yōu)秀的成果，只靠自己冥思苦想是不行的，研讀經(jīng)典論文有助于我們理清思路，把握重點(diǎn)。許多優(yōu)秀的ideal都是在前人的研究基礎(chǔ)上產(chǎn)生，歷年來的最佳論文，就是我們最好的學(xué)習(xí)對(duì)象。

這次學(xué)姐就幫大家整理了AAAI歷年來的最佳論文，共67篇（1984→2023）。論文list如下：

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免費(fèi)獲取全部最佳論文+代碼合集

最佳論文

2023

Misspecification in Inverse Reinforcement Learning

2022

Online certification of preference-based fairness for personalized recommender systems

2021

Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory

Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

Mitigating Political Bias in Language Models Through Reinforced Calibration

2020

A Distributed Multi-Sensor Machine Learning Approach to Earthquake Early Warning

WinoGrande: An Adversarial Winograd Schema Challenge at Scale

Fair Division of Mixed Divisible and Indivisible Goods

2019

Zero Shot Learning for Code Education: Rubric Sampling with Deep Learning Inference

How to Combine Tree-Search Methods in Reinforcement Learning

2018

Counterfactual Multi-Agent Policy Gradients

Memory-Augmented Monte Carlo Tree Search

2017

The Option-Critic Architecture

Label-Free Supervision of Neural Networks with Physics and Domain Knowledge

2016

Toward a Taxonomy and Computational Models of Abnormalities in Images

Bidirectional Search That Is Guaranteed to Meet in the Middle

2015

Surpassing Human-Level Face Verification Performance on LFW with GaussianFace

From Non-Negative to General Operator Cost Partitioning

2014

Recovering from Selection Bias in Causal and Statistical Inference

2013

SMILe: Shuf?ed Multiple-Instance Learning

HC-Search: Learning Heuristics and Cost Functions for Structured Prediction

2012

Learning SVM Classiiers with Indeinite Kernels

Document Summarization Based on Data Reconstruction

2011

Complexity of and Algorithms for Borda Manipulation

Dynamic Resource Allocation in Conservation Planning

2010

How Incomplete Is Your Semantic Web Reasoner?

A Novel Transition Based Encoding Scheme for Planning as Satisfiability

2008

Optimal False-Name-Proof Voting Rules with Costly Voting

How Good is Almost Perfect

2007

PLOW: A Collaborative Task Learning Agent

Thresholded Rewards: Acting Optimally in Timed, Zero-Sum Games

2006

Model Counting: A New Strategy for Obtaining Good Bounds

Towards an Axiom System for Default Logic

2005

The Max K-Armed Bandit: A New Model of Exploration Applied to Search Heuristic Selection

2004

Learning and Inferring Transportation Routines

2002

On Computing all Abductive Explanations

2000

The Game of Hex: An Automatic Theorem Proving Approach to Game Programming

1999

PROVERB: The Probabilistic Cruciverbalist

1998

Acceleration Methods for Numeric CSPs

The Interactive Museum Tour-Guide Robot

Learning Evaluation Functions for Global Optimization and Boolean Satisfiability

1997

Statistical Parsing with a Context-Free Grammar and Word Statistics

A Practical Algorithm for Finding Optimal Triangulations

Building Concept Representations from Reusable Components

Fast Context Switching in Real-Time Propositional Reasoning

1996

Verification of Knowledge Bases Based on Containment Checking

A Novel Application of Theory Refinement to Student Modeling

Pushing the Envelope: Planning, Propositional Logic and Stochastic Search

1994

A Prototype Reading Coach that Listens

1993

Equations for Part-of-Speech Tagging

1992

Hard and Easy Distributions of SAT Problems

1991

Improving Rule-Based Systems Through Case-Based Reasoning

1988

Qualitative Results Concerning the Utility of Explanation-Based Learning

Approach to Qualitative Algebraic Reasoning

1987

An Approach to Default Reasoning Based on a First-Order Conditional Logic

PROMPT: An Innovative Design Tool

Curing Anomalous Extensions

Non-Deterministic Lisp with Dependency-directed Backtracking

Defining Operationality for Explanation-based Learning

Word-Order Variation in Natural Language Generation

Energy Constraints on Deformable Models: Recovering Shape and Non-Rigid Motion

Incremental Causal Reasoning

1986

Default Reasoning, Nonmonotonic Logics, and the Frame Problem

Generating Tests by Exploiting Designed Behavior

1984

The Tractability of Subsumption in Frame-Based Description Languages

Choices without Backtracking

A Logic of Implicit and Explicit Belief

Shading into Texture

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免費(fèi)獲取全部最佳論文+代碼合集