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Deep Learning: A Critical Appraisal

Deep Learning: A Critical Appraisal

2 January 2018
G. Marcus
    HAI
    VLM
ArXivPDFHTML

Papers citing "Deep Learning: A Critical Appraisal"

50 / 109 papers shown
Title
Combining Abstract Argumentation and Machine Learning for Efficiently Analyzing Low-Level Process Event Streams
Combining Abstract Argumentation and Machine Learning for Efficiently Analyzing Low-Level Process Event Streams
Bettina Fazzinga
Sergio Flesca
F. Furfaro
Luigi Pontieri
Francesco Scala
24
0
0
09 May 2025
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs
Dongxing Yu
31
0
0
03 May 2025
Limits of trust in medical AI
Limits of trust in medical AI
Joshua Hatherley
45
131
0
20 Mar 2025
On Space Folds of ReLU Neural Networks
On Space Folds of ReLU Neural Networks
Michal Lewandowski
Hamid Eghbalzadeh
Bernhard Heinzl
Raphael Pisoni
Bernhard A.Moser
MLT
81
1
0
17 Feb 2025
Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation
Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation
Namhee Kim
Woojin Park
46
0
0
06 Feb 2025
Strassen Attention: Unlocking Compositional Abilities in Transformers Based on a New Lower Bound Method
Strassen Attention: Unlocking Compositional Abilities in Transformers Based on a New Lower Bound Method
Alexander Kozachinskiy
Felipe Urrutia
Hector Jimenez
Tomasz Steifer
Germán Pizarro
Matías Fuentes
Francisco Meza
Cristian Buc
Cristóbal Rojas
49
1
0
31 Jan 2025
Common Sense Is All You Need
Common Sense Is All You Need
Hugo Latapie
39
0
0
11 Jan 2025
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction
Melkamu Mersha
Khang Lam
Joseph Wood
Ali AlShami
Jugal Kalita
XAI
AI4TS
67
28
0
30 Aug 2024
A Moonshot for AI Oracles in the Sciences
A Moonshot for AI Oracles in the Sciences
Bryan Kaiser
Tailin Wu
Maike Sonnewald
Colin Thackray
Skylar Callis
AI4CE
51
0
0
25 Jun 2024
Program Synthesis using Inductive Logic Programming for the Abstraction
  and Reasoning Corpus
Program Synthesis using Inductive Logic Programming for the Abstraction and Reasoning Corpus
Filipe Marinho Rocha
Ines Dutra
Vítor Santos Costa
LRM
40
2
0
10 May 2024
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss
T. Getu
Georges Kaddoum
M. Bennis
40
1
0
13 Sep 2023
Modeling Inverse Demand Function with Explainable Dual Neural Networks
Modeling Inverse Demand Function with Explainable Dual Neural Networks
Zhiyu Cao
Zihan Chen
P. Mishra
Hamed Amini
Zachary Feinstein
27
2
0
26 Jul 2023
Coupling Large Language Models with Logic Programming for Robust and
  General Reasoning from Text
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text
Zhun Yang
Adam Ishay
Joohyung Lee
LRM
ELM
33
51
0
15 Jul 2023
Are Deep Neural Networks Adequate Behavioural Models of Human Visual
  Perception?
Are Deep Neural Networks Adequate Behavioural Models of Human Visual Perception?
Felix Wichmann
Robert Geirhos
32
25
0
26 May 2023
A Review of Symbolic, Subsymbolic and Hybrid Methods for Sequential
  Decision Making
A Review of Symbolic, Subsymbolic and Hybrid Methods for Sequential Decision Making
Carlos Núnez-Molina
Pablo Mesejo
Juan Fernández-Olivares
30
3
0
20 Apr 2023
Neuro-Symbolic Execution of Generic Source Code
Neuro-Symbolic Execution of Generic Source Code
Yaojie Hu
Jin Tian
NAI
27
0
0
23 Mar 2023
Q-Cogni: An Integrated Causal Reinforcement Learning Framework
Q-Cogni: An Integrated Causal Reinforcement Learning Framework
C. Cunha
Wei Liu
T. French
Ajmal Saeed Mian
18
1
0
26 Feb 2023
Extensions to Generalized Annotated Logic and an Equivalent Neural
  Architecture
Extensions to Generalized Annotated Logic and an Equivalent Neural Architecture
Paulo Shakarian
Gerardo I. Simari
NAI
37
4
0
23 Feb 2023
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion
  Theory
Cluster Purging: Efficient Outlier Detection based on Rate-Distortion Theory
M. Toller
Bernhard C. Geiger
Roman Kern
14
3
0
22 Feb 2023
Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey
  from Precision to Interpretability
Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey from Precision to Interpretability
Zhiqiang Zhong
A. Barkova
Davide Mottin
24
8
0
16 Feb 2023
Learning Optimal Features via Partial Invariance
Learning Optimal Features via Partial Invariance
Moulik Choraria
Ibtihal Ferwana
Ankur Mani
L. Varshney
OOD
26
2
0
28 Jan 2023
Conformal inference is (almost) free for neural networks trained with
  early stopping
Conformal inference is (almost) free for neural networks trained with early stopping
Zi-Chen Liang
Yan Zhou
Matteo Sesia
BDL
18
10
0
27 Jan 2023
Inaccessible Neural Language Models Could Reinvigorate Linguistic
  Nativism
Inaccessible Neural Language Models Could Reinvigorate Linguistic Nativism
Patrick Perrine
27
0
0
12 Jan 2023
Interpretable ML for Imbalanced Data
Interpretable ML for Imbalanced Data
Damien Dablain
C. Bellinger
Bartosz Krawczyk
D. Aha
Nitesh V. Chawla
24
1
0
15 Dec 2022
Knowledge-augmented Deep Learning and Its Applications: A Survey
Knowledge-augmented Deep Learning and Its Applications: A Survey
Zijun Cui
Tian Gao
Kartik Talamadupula
Qiang Ji
27
18
0
30 Nov 2022
Multimorbidity Content-Based Medical Image Retrieval Using Proxies
Multimorbidity Content-Based Medical Image Retrieval Using Proxies
Yu Xing
Benjamin J. Meyer
Mehrtash Harandi
Tom Drummond
Z. Ge
27
0
0
22 Nov 2022
Bridging the visual gap in VLN via semantically richer instructions
Bridging the visual gap in VLN via semantically richer instructions
Joaquín Ossandón
Benjamín Earle
Alvaro Soto
35
0
0
27 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review
State-of-the-art generalisation research in NLP: A taxonomy and review
Dieuwke Hupkes
Mario Giulianelli
Verna Dankers
Mikel Artetxe
Yanai Elazar
...
Leila Khalatbari
Maria Ryskina
Rita Frieske
Ryan Cotterell
Zhijing Jin
114
93
0
06 Oct 2022
ChemAlgebra: Algebraic Reasoning on Chemical Reactions
ChemAlgebra: Algebraic Reasoning on Chemical Reactions
Andrea Valenti
D. Bacciu
Antonio Vergari
OOD
LRM
32
0
0
05 Oct 2022
Neural-Symbolic Recursive Machine for Systematic Generalization
Neural-Symbolic Recursive Machine for Systematic Generalization
Qing Li
Yixin Zhu
Yitao Liang
Ying Nian Wu
Song-Chun Zhu
Siyuan Huang
NAI
38
9
0
04 Oct 2022
Argumentative Reward Learning: Reasoning About Human Preferences
Argumentative Reward Learning: Reasoning About Human Preferences
Francis Rhys Ward
Francesco Belardinelli
Francesca Toni
HAI
89
2
0
28 Sep 2022
A comprehensive survey on recent deep learning-based methods applied to
  surgical data
A comprehensive survey on recent deep learning-based methods applied to surgical data
Mansoor Ali
Rafael Martinez Garcia Peña
Gilberto Ochoa-Ruiz
Sharib Ali
27
6
0
03 Sep 2022
Quality Diversity Evolutionary Learning of Decision Trees
Quality Diversity Evolutionary Learning of Decision Trees
Andrea Ferigo
Leonardo Lucio Custode
Giovanni Iacca
26
12
0
17 Aug 2022
Landslide4Sense: Reference Benchmark Data and Deep Learning Models for
  Landslide Detection
Landslide4Sense: Reference Benchmark Data and Deep Learning Models for Landslide Detection
O. Ghorbanzadeh
Yonghao Xu
Pedram Ghamis
Michael K Kopp
David P. Kreil
42
93
0
01 Jun 2022
Incorporating Prior Knowledge into Neural Networks through an Implicit
  Composite Kernel
Incorporating Prior Knowledge into Neural Networks through an Implicit Composite Kernel
Ziyang Jiang
Tongshu Zheng
Yiling Liu
David Carlson
30
4
0
15 May 2022
State-of-the-art in Open-domain Conversational AI: A Survey
State-of-the-art in Open-domain Conversational AI: A Survey
Tosin P. Adewumi
F. Liwicki
Marcus Liwicki
29
15
0
02 May 2022
Can Information Behaviour Inform Machine Learning?
Can Information Behaviour Inform Machine Learning?
M. Ridley
AI4CE
18
0
0
01 May 2022
Towards Domain Generalization in Object Detection
Towards Domain Generalization in Object Detection
Xingxuan Zhang
Zekai Xu
Renzhe Xu
Jiashuo Liu
Peng Cui
Weitao Wan
Chong Sun
Chen Li
ObjD
OOD
26
21
0
27 Mar 2022
From Concept Drift to Model Degradation: An Overview on
  Performance-Aware Drift Detectors
From Concept Drift to Model Degradation: An Overview on Performance-Aware Drift Detectors
Firas Bayram
Bestoun S. Ahmed
A. Kassler
20
207
0
21 Mar 2022
Symmetry-Based Representations for Artificial and Biological General
  Intelligence
Symmetry-Based Representations for Artificial and Biological General Intelligence
I. Higgins
S. Racanière
Danilo Jimenez Rezende
AI4CE
29
44
0
17 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing?
  A Structured Review
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review
Kyle Hamilton
Aparna Nayak
Bojan Bozic
Luca Longo
NAI
29
57
0
24 Feb 2022
Neural Network based Successor Representations of Space and Language
Neural Network based Successor Representations of Space and Language
Paul Stoewer
Christian Schlieker
A. Schilling
C. Metzner
Andreas K. Maier
P. Krauss
8
18
0
22 Feb 2022
Do Transformers know symbolic rules, and would we know if they did?
Do Transformers know symbolic rules, and would we know if they did?
Tommi Gröndahl
Yu-Wen Guo
Nirmal Asokan
25
0
0
19 Feb 2022
Knowledge Engineering in the Long Game of Artificial Intelligence: The
  Case of Speech Acts
Knowledge Engineering in the Long Game of Artificial Intelligence: The Case of Speech Acts
M. McShane
Jesse English
S. Nirenburg
20
2
0
02 Feb 2022
Pan-tumor CAnine cuTaneous Cancer Histology (CATCH) dataset
Pan-tumor CAnine cuTaneous Cancer Histology (CATCH) dataset
Frauke Wilm
Marco Fragoso
Christian Marzahl
Jingna Qiu
C. Puget
...
C. Bertram
R. Klopfleisch
Andreas Maier
Katharina Breininger
Marc Aubreville
MedIm
24
16
0
27 Jan 2022
Sentiment Analysis with Deep Learning Models: A Comparative Study on a
  Decade of Sinhala Language Facebook Data
Sentiment Analysis with Deep Learning Models: A Comparative Study on a Decade of Sinhala Language Facebook Data
Gihan Weeraprameshwara
Vihanga Jayawickrama
Nisansa de Silva
Yudhanjaya Wijeratne
32
6
0
11 Jan 2022
Sequential memory improves sample and memory efficiency in Episodic
  Control
Sequential memory improves sample and memory efficiency in Episodic Control
Ismael T. Freire
A. F. Amil
P. Verschure
OffRL
11
3
0
29 Dec 2021
Neuro-Symbolic Hierarchical Rule Induction
Neuro-Symbolic Hierarchical Rule Induction
Claire Glanois
Xuening Feng
Zhaohui Jiang
Paul Weng
Matthieu Zimmer
Dong Li
Wulong Liu
NAI
36
23
0
26 Dec 2021
Balancing Fairness and Robustness via Partial Invariance
Balancing Fairness and Robustness via Partial Invariance
Moulik Choraria
Ibtihal Ferwana
Ankur Mani
L. Varshney
OOD
33
1
0
17 Dec 2021
Logical Boltzmann Machines
Logical Boltzmann Machines
Son N. Tran
Artur Garcez
27
3
0
10 Dec 2021
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