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The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence
v1v2v3 (latest)

The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

14 February 2020
G. Marcus
    VLM
ArXiv (abs)PDFHTML

Papers citing "The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence"

50 / 181 papers shown
Addressing Logical Fallacies In Scientific Reasoning From Large Language Models: Towards a Dual-Inference Training Framework
Addressing Logical Fallacies In Scientific Reasoning From Large Language Models: Towards a Dual-Inference Training Framework
Peter B. Walker
Hannah Davidson
Aiden Foster
Matthew Lienert
Thomas Pardue
Dale Russell
LRMAI4CE
174
0
0
03 Dec 2025
Probabilistic Neuro-Symbolic Reasoning for Sparse Historical Data: A Framework Integrating Bayesian Inference, Causal Models, and Game-Theoretic Allocation
Probabilistic Neuro-Symbolic Reasoning for Sparse Historical Data: A Framework Integrating Bayesian Inference, Causal Models, and Game-Theoretic Allocation
Saba Kublashvili
145
0
0
01 Dec 2025
CounterVQA: Evaluating and Improving Counterfactual Reasoning in Vision-Language Models for Video Understanding
CounterVQA: Evaluating and Improving Counterfactual Reasoning in Vision-Language Models for Video Understanding
Yuefei Chen
Jiang Liu
Xiaodong Lin
Ruixiang Tang
LRM
276
1
0
25 Nov 2025
REFLEX: Reference-Free Evaluation of Log Summarization via Large Language Model Judgment
REFLEX: Reference-Free Evaluation of Log Summarization via Large Language Model Judgment
Priyanka Mudgal
HILM
332
2
0
06 Nov 2025
LLM-Augmented Symbolic NLU System for More Reliable Continuous Causal Statement Interpretation
LLM-Augmented Symbolic NLU System for More Reliable Continuous Causal Statement Interpretation
Xin Lian
Kenneth D. Forbus
193
0
0
22 Oct 2025
ActivationReasoning: Logical Reasoning in Latent Activation Spaces
ActivationReasoning: Logical Reasoning in Latent Activation Spaces
Lukas Helff
Ruben Härle
Wolfgang Stammer
Felix Friedrich
Manuel Brack
Antonia Wüst
Hikaru Shindo
P. Schramowski
Kristian Kersting
LLMSVLRMAI4CE
310
2
0
21 Oct 2025
Bringing The Consistency Gap: Explicit Structured Memory for Interleaved Image-Text Generation
Bringing The Consistency Gap: Explicit Structured Memory for Interleaved Image-Text Generation
Zeteng Lin
X. Li
Wen You
Xiaoyang Li
Zehan Lu
Yujun Cai
Jing Tang
265
0
0
13 Oct 2025
Towards Neurocognitive-Inspired Intelligence: From AI's Structural Mimicry to Human-Like Functional Cognition
Towards Neurocognitive-Inspired Intelligence: From AI's Structural Mimicry to Human-Like Functional Cognition
Noorbakhsh Amiri Golilarz
Hassan S. Al Khatib
Shahram Rahimi
153
0
0
09 Oct 2025
Axiomatic Choice
Axiomatic Choice
Ben Abramowitz
Nicholas Mattei
108
0
0
26 Sep 2025
TERAG: Token-Efficient Graph-Based Retrieval-Augmented Generation
TERAG: Token-Efficient Graph-Based Retrieval-Augmented Generation
Qiao Xiao
Hong Ting Tsang
Jiaxin Bai
3DV
496
1
0
23 Sep 2025
Neuromorphic Intelligence
Neuromorphic IntelligenceSynthesis Lectures on Engineering, Science, and Technology (SLEST), 2025
Marcel van Gerven
AI4CE
452
3
0
15 Sep 2025
An Approach to Grounding AI Model Evaluations in Human-derived Criteria
An Approach to Grounding AI Model Evaluations in Human-derived Criteria
Sasha Mitts
ELM
141
0
0
04 Sep 2025
A Comprehensive Review of AI Agents: Transforming Possibilities in Technology and Beyond
A Comprehensive Review of AI Agents: Transforming Possibilities in Technology and Beyond
Xiaodong Qu
Andrews Damoah
Joshua Sherwood
Peiyan Liu
Christian Shun Jin
...
Lifu Gao
Yanshu Li
Qikai Yang
Qun Wang
Cristabelle De Souza
LLMAG
263
7
0
16 Aug 2025
UNVEILING: What Makes Linguistics Olympiad Puzzles Tricky for LLMs?
UNVEILING: What Makes Linguistics Olympiad Puzzles Tricky for LLMs?
Mukund Choudhary
KV Aditya Srivatsa
Gaurja Aeron
Antara Raaghavi Bhattacharya
Dang Khoa Dang Dinh
Ikhlasul Akmal Hanif
Daria Kotova
Ekaterina Kochmar
Monojit Choudhury
LRM
1.6K
2
0
15 Aug 2025
Quantum Spectral Reasoning: A Non-Neural Architecture for Interpretable Machine Learning
Quantum Spectral Reasoning: A Non-Neural Architecture for Interpretable Machine Learning
Andrew Kiruluta
181
0
0
05 Aug 2025
Categorical Construction of Logically Verifiable Neural Architectures
Categorical Construction of Logically Verifiable Neural Architectures
Logan Nye
NAI
157
0
0
02 Aug 2025
Applying Psychometrics to Large Language Model Simulated Populations: Recreating the HEXACO Personality Inventory Experiment with Generative Agents
Applying Psychometrics to Large Language Model Simulated Populations: Recreating the HEXACO Personality Inventory Experiment with Generative Agents
Sarah Mercer
Daniel P. Martin
Phil Swatton
264
0
0
01 Aug 2025
Augmented Vision-Language Models: A Systematic Review
Augmented Vision-Language Models: A Systematic Review
Anthony C Davis
Burhan Sadiq
Tianmin Shu
Chien-Ming Huang
VLMLRM
222
0
0
24 Jul 2025
LLM world models are mental: Output layer evidence of brittle world model use in LLM mechanical reasoning
LLM world models are mental: Output layer evidence of brittle world model use in LLM mechanical reasoning
Cole Robertson
Philip Wolff
91
0
0
21 Jul 2025
Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning
Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning
Manish Bhatt
LRM
251
0
0
13 Jun 2025
The Unified Cognitive Consciousness Theory for Language Models: Anchoring Semantics, Thresholds of Activation, and Emergent Reasoning
The Unified Cognitive Consciousness Theory for Language Models: Anchoring Semantics, Thresholds of Activation, and Emergent Reasoning
Edward Y. Chang
Zeyneb N. Kaya
Ethan Chang
LRM
525
0
0
02 Jun 2025
NeuronSeek: On Stability and Expressivity of Task-driven Neurons
NeuronSeek: On Stability and Expressivity of Task-driven Neurons
Hanyu Pei
Jing-Xiao Liao
Qibin Zhao
Ting Gao
Shijun Zhang
Xiaoge Zhang
Feng-Lei Fan
OOD
200
0
0
01 Jun 2025
How Humans and LLMs Organize Conceptual Knowledge: Exploring Subordinate Categories in Italian
How Humans and LLMs Organize Conceptual Knowledge: Exploring Subordinate Categories in ItalianAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Andrea Pedrotti
Giulia Rambelli
Caterina Villani
Marianna Bolognesi
259
2
0
27 May 2025
BACON: A fully explainable AI model with graded logic for decision making problems
BACON: A fully explainable AI model with graded logic for decision making problems
Haishi Bai
Jozo Dujmovic
Jianwu Wang
460
0
0
20 May 2025
KERAIA: An Adaptive and Explainable Framework for Dynamic Knowledge Representation and Reasoning
KERAIA: An Adaptive and Explainable Framework for Dynamic Knowledge Representation and Reasoning
Stephen Richard Varey
A. D. Stefano
Anh Han
313
2
0
07 May 2025
The Code Barrier: What LLMs Actually Understand?
The Code Barrier: What LLMs Actually Understand?
Serge Lionel Nikiema
Jordan Samhi
A. Kaboré
Jacques Klein
Tegawende F. Bissyande
ELM
330
7
0
14 Apr 2025
Continuum-Interaction-Driven Intelligence: Human-Aligned Neural Architecture via Crystallized Reasoning and Fluid Generation
Continuum-Interaction-Driven Intelligence: Human-Aligned Neural Architecture via Crystallized Reasoning and Fluid Generation
Pengcheng Zhou
Zhiqiang Nie
Haochen Li
285
1
0
12 Apr 2025
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective
Xinyu Yao
Aditya Sannabhadti
Holly Wiberg
Karmel S. Shehadeh
R. Padman
249
1
0
29 Mar 2025
Learning richness modulates equality reasoning in neural networks
Learning richness modulates equality reasoning in neural networks
William L. Tong
Cengiz Pehlevan
448
0
0
12 Mar 2025
AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback
AgentRec: Agent Recommendation Using Sentence Embeddings Aligned to Human Feedback
Joshua Park
Yongfeng Zhang
LLMAGLM&Ro
364
3
0
23 Jan 2025
A margin-based replacement for cross-entropy loss
A margin-based replacement for cross-entropy loss
Michael W. Spratling
Heiko H. Schütt
335
0
0
21 Jan 2025
Basic Research, Lethal Effects: Military AI Research Funding as
  Enlistment
Basic Research, Lethal Effects: Military AI Research Funding as Enlistment
D. Widder
Sireesh Gururaja
Lucy Suchman
258
2
0
26 Nov 2024
Are Transformers Truly Foundational for Robotics?
Are Transformers Truly Foundational for Robotics?npj Robotics (npj Robotics), 2024
James A. R. Marshall
Andrew B. Barron
AI4CE
394
8
0
25 Nov 2024
Dreaming Out Loud: A Self-Synthesis Approach For Training
  Vision-Language Models With Developmentally Plausible Data
Dreaming Out Loud: A Self-Synthesis Approach For Training Vision-Language Models With Developmentally Plausible Data
Badr AlKhamissi
Yingtian Tang
Abdülkadir Gökce
Johannes Mehrer
Martin Schrimpf
VLM
289
2
0
29 Oct 2024
The Role of Deductive and Inductive Reasoning in Large Language Models
The Role of Deductive and Inductive Reasoning in Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Chengkun Cai
Xu Zhao
Haoliang Liu
Zhongyu Jiang
Tianfang Zhang
Zongkai Wu
Lei Li
Lei Li
LRM
437
18
0
03 Oct 2024
Proof of Thought : Neurosymbolic Program Synthesis allows Robust and
  Interpretable Reasoning
Proof of Thought : Neurosymbolic Program Synthesis allows Robust and Interpretable Reasoning
Debargha Ganguly
Srinivasan Iyengar
Vipin Chaudhary
Shivkumar Kalyanaraman
LRM
238
12
0
25 Sep 2024
Artificial Human Intelligence: The role of Humans in the Development of Next Generation AI
Artificial Human Intelligence: The role of Humans in the Development of Next Generation AI
Suayb S. Arslan
580
4
0
24 Sep 2024
Enhancing Scientific Reproducibility Through Automated BioCompute Object
  Creation Using Retrieval-Augmented Generation from Publications
Enhancing Scientific Reproducibility Through Automated BioCompute Object Creation Using Retrieval-Augmented Generation from Publications
Sean Kim
Raja Mazumder
158
2
0
23 Sep 2024
Column Vocabulary Association (CVA): semantic interpretation of dataless
  tables
Column Vocabulary Association (CVA): semantic interpretation of dataless tables
Margherita Martorana
Xueli Pan
Benno Kruit
Tobias Kuhn
Jacco van Ossenbruggen
211
1
0
06 Sep 2024
TF-Attack: Transferable and Fast Adversarial Attacks on Large Language
  Models
TF-Attack: Transferable and Fast Adversarial Attacks on Large Language ModelsKnowledge-Based Systems (KBS), 2024
Zelin Li
Kehai Chen
Lemao Liu
Xuefeng Bai
Mingming Yang
Yang Xiang
Min Zhang
AAML
409
11
0
26 Aug 2024
AI and Social Theory
AI and Social Theory
Jakob Mokander
Ralph Schroeder
176
16
0
07 Jul 2024
The Switch, the Ladder, and the Matrix: Models for Classifying AI
  Systems
The Switch, the Ladder, and the Matrix: Models for Classifying AI Systems
Jakob Mokander
Margi Sheth
David S. Watson
Luciano Floridi
223
12
0
07 Jul 2024
Artificial intelligence, rationalization, and the limits of control in
  the public sector: the case of tax policy optimization
Artificial intelligence, rationalization, and the limits of control in the public sector: the case of tax policy optimization
Jakob Mokander
Ralph Schroeder
262
20
0
07 Jul 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks
Jacob Russin
Sam Whitman McGrath
Danielle J. Williams
AI4CE
669
9
0
24 May 2024
On Hardware-efficient Inference in Probabilistic Circuits
On Hardware-efficient Inference in Probabilistic Circuits
Lingyun Yao
Martin Trapp
Jelin Leslin
Gaurav Singh
Peng Zhang
Karthekeyan Periasamy
M. Andraud
TPM
361
4
0
22 May 2024
Organizing a Society of Language Models: Structures and Mechanisms for
  Enhanced Collective Intelligence
Organizing a Society of Language Models: Structures and Mechanisms for Enhanced Collective Intelligence
Silvan Ferreira
Ivanovitch Silva
Allan Martins
270
3
0
06 May 2024
IID Relaxation by Logical Expressivity: A Research Agenda for Fitting
  Logics to Neurosymbolic Requirements
IID Relaxation by Logical Expressivity: A Research Agenda for Fitting Logics to Neurosymbolic Requirements
M. Stol
Alessandra Mileo
244
1
0
30 Apr 2024
A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded
  Dialogue Generation
A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue GenerationInternational Conference on Language Resources and Evaluation (LREC), 2024
Jifan Yu
Xiaohan Zhang
Yifan Xu
Xuanyu Lei
Zijun Yao
Jing Zhang
Lei Hou
Juanzi Li
HILM
339
5
0
04 Apr 2024
A Comparative Investigation of Compositional Syntax and Semantics in
  DALL-E 2
A Comparative Investigation of Compositional Syntax and Semantics in DALL-E 2
Elliot Murphy
Jill de Villiers
Sofia Morales
CoGe
178
3
0
18 Mar 2024
Calibrating Large Language Models Using Their Generations Only
Calibrating Large Language Models Using Their Generations OnlyAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Dennis Ulmer
Martin Gubri
Hwaran Lee
Sangdoo Yun
Seong Joon Oh
UQLM
878
62
1
09 Mar 2024
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