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Generalisation
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50 documents available in our comprehensive collection of Generalisation resources. Find practical guides, tutorials, and documentation to enhance your knowledge.
Out-of-Distribution Generalization (Intro_of_OoD.pdf)
2.64 MBEN 30 pages
Dinghuai Zhang discusses "spurious" correlation, "true label" and "spurious label", and references GroupDRO and the paper "DISTRIBUTIONALLY ROBUST NEURAL...
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Copper Mineralisation Results (thick-zone-of-copper-cobalt-mineralisation-drilled-at-bm7.pdf)
0 KBEN
Encounter Resources Ltd reports copper-cobalt mineralisation at BM7 prospect.
Assay results show 274m @ 0.12% copper and 174ppm cobalt.
Mineralisation is consistent with a major sediment-hosted copper deposit.
Networks of Relations: Distributed Learning and Generalization (etr071.pdf)
114 KBEN 6 pages
Networks of Relations for Representation, Learning, and Generalization propose knowledge representation as a network of relations between variables, distributing relationships and encoding past experiences. This distributed system functions as an associative memory, utilizing an...
Instance-Based Generalization in Reinforcement Learning (2011.01089.pdf)
780 KBEN 21 pages
Agents trained via deep reinforcement learning (RL) fail to generalize to unseen environments despite sharing the same underlying dynamics as the training...
Penultimate (Analytic Philosophy - Generics Content and Cognitive Bias.pdf)
78 KBEN 19 pages
Paradigm generics communicate strong generalizations, but some generics appear to express weak generalizations, such as "Mosquitoes carry the West Nile virus"...
BanditMTL: Bandit-based Multi-task Learning for Text Classification (2021.acl-long.428.pdf)
1.5 MBEN 11 pages
By effectively regularizing tasks, BanditMTL aims to improve the generalization of MTL models.
slides (bguedj-talk-2021-chalmers.pdf)
3.7 MBEN 39 pages
Benjamin Guedj discusses generalisation and learning, specifically PAC-Bayes, with a background in pure mathematics and statistics
groth2fib.pdf (groth2fib.pdf)
806 KBEN 89 pages
The main purpose of this work is to describe a generalization of the Grothendieck construction for pseudofunctors, providing a biequivalence between the...
https://www.jmlr.org/papers/volume11/cawley10a/cawley10a.pdf (cawley10a.pdf)
741 KBEN 29 pages
Model selection strategies for machine learning algorithms can lead to over-fitting, resulting in poor generalisation performance, and subsequent selection bias
k-Buffer Rendering (i3d2007.pdf)
5.46 MBEN 8 pages
The k-buffer is a generalization of the Z-buffer that captures multiple fragments per pixel, enabling efficient implementation of various graphics algorithms...
“The Slovenian orphan accusative, component interfaces, and covert grammatical categories” (slovenian-orphan-accusative.pdf)
450 KBEN 6 pages
Perlmutter and Orelli (1973) observe that Slovenian exhibits certain syntactic phenomena and propose that these generalizations explain the appearance of the...
Download (plajner-0490309.pdf)
482 KBEN 12 pages
The authors propose a generalization of a previously used algorithm for parameter learning of Bayesian Networks under monotonicity conditions, allowing both...
printer (po-f01-handout4.pdf)
2.57 MBEN 8 pages
Markov Decision Processes (MDPs) are a generalization of classical planning, used for temporal planning, numeric planning, and probabilistic planning.
AIDA Lecture 4 (4-Supervised-Learning-Multi-Class-Classification-and-Generalization-AIDA-School-Morris-Riedel.pdf)
8.99 MBEN 50 pages
Lecture 4 covers Supervised Learning, Multi-Class Classification, and Generalization, including topics such as the role of deep learning frameworks,...
Merge-and-Shrink (po-e09-handout4.pdf)
282 KBEN 11 pages
Merge-and-shrink abstractions are a class of abstractions that can be seen as a proper generalization of pattern databases, able to do everything pattern...
Lanfranchi Nickel Discovery (42w30vfs2bknrf.pdf)
1.77 MBEN 10 pages
A potentially significant new area of high-grade nickel sulphide mineralisation has been intersected down-plunge of the Schmitz orebody at Lanfranchi, with...
The Emergence of Hierachy, Domination and Centralisation: Reflections on the work of Murray Bookchin. (Bookchin.pdf)
603 KBEN 37 pages
The article reflects on Murray Bookchin's book "The Ecology of Freedom: The Emergence and Dissolution of Hierarchy", which explores the rise of hierarchy,...
First Degree Entailment (fde-symmetry-paradox.pdf)
105 KBEN 13 pages
First Degree Entailment (FDE) is a logic that allows for truth value gaps and gluts, and can be defined as a generalization of classical two-valued logic.
Exotic Configuration Spaces (st_2023_05_05.pdf)
164 KBEN 1 page
Exotic configuration spaces are generalizations of usual configuration spaces, considering collections of points marked by different "colours" with permitted...
Assessing Language Models (2021.blackboxnlp-1.26.pdf)
451 KBEN 13 pages
Researchers investigated the generalization capacity of pre-trained language models in Japanese Natural Language Inference (NLI) tasks using a newly created...
Modeling a network of morphological constructions with locative prefixoids on a micro-, meso-, and macro-level (ICLC16_paper_172.pdf)
121 KBEN 2 pages
The study demonstrates the significance of both types of links to account for generalizations and novel coinages, using Traugott's concept of micro-, meso-,...
Metarule Constraints (P83-1004.pdf)
516 KBEN 6 pages
Metagrammatical formalisms combining context-free phrase structure rules and metarules (MPS grammars) allow concise statement of generalizations about natural...
français (11e_Colloque_prog.pdf)
33 KBFR 1 page
Colloque professionnel Ipse sur la généralisation de la complémentaire santé, avec des allocutions, tables rondes et débats sur les enjeux et les rôles des...
SemSup-XC (2301.11309.pdf)
1.11 MBEN 20 pages
SemSup-XC achieves state-of-the-art results in zero-shot and few-shot extreme classification. It uses semantic class descriptions and a hybrid matching module for generalization. Trained with contrastive learning, it outperforms existing models.
MYHOME Domotique (legrand-guide-centralisation-volets-roulants.pdf)
2.71 MBFR 32 pages
MyHOME® domotique permet la centralisation des volets roulants électriques et offre une gamme de solutions pour la gestion des lumières, du chauffage, des...
Centralisation of Section 136 HBPoS in Kent and Medway: Pre-Consultation Business Case and Final Report (Centralisation-of-s136-HBPoS-in-KM-Report-Final.pdf)
661 KBEN 36 pages
This document outlines the final report on the centralization of Health-Based Places of Safety under Section 136 in Kent and Medway, as per the Mental Health Crisis Care Concordat, with key contact details for the review process.
Give Jantjes a Chance: A Response to Rory Bester (ASAI_Word-View_Mario-Pissarra_Give-Jantjes-a-chance_2006.pdf)
45 KBEN 2 pages
Mario Pissarra argues that Gavin Jantjes, despite criticism and a prolonged absence, deserves a chance, encouraging a nuanced approach to evaluating artists' contributions rather than generalizations based on demographics or history.
BM1 Copper System Extends Over 3.5km: Encounter Resources Announces Drilling Results (bm1-copper-system-extends-over-3-5km-remains-open.pdf)
489 KBEN 4 pages
Encounter Resources announces significant copper mineralisation at BM1, extending over 3.5km with open ends, including highly anomalous intersections; initial diamond drilling results expected in early January 2011.
Quantum Subgroup Reconstruction (HRT.stoc00.pdf)
814 KBEN 9 pages
The Hidden Subgroup Problem is a foundation of many quantum algorithms, with an efficient solution known for Abelian groups, used in Simon's and Shor's...
Dynamic Metals Strategy (dynamic-metals-outlines-targeting-strategy-for-dordie-far-west-968169471.pdf)
731 KBEN 2 pages
Dynamic Metals Ltd managing director Karen Wellman discusses follow-up assays from the Dordie Far West nickel prospect, where two drill holes didn't return...
InstructRL Model (2210.13431.pdf)
1.58 MBEN 16 pages
Researchers propose InstructRL, a method using a multimodal transformer to encode visual observations and language instructions, and a transformer-based policy...
Learning to Select Cuts for Efficient Mixed-Integer Programming (2105.13645.pdf)
571 KBEN 33 pages
Cutting plane methods are crucial in solving mixed-integer programming (MIP) problems, and proper cut selection can significantly reduce computational burden.
Read more (28.pdf)
1.81 MBEN 13 pages
Researchers found widespread label errors in test sets of 10 commonly-used datasets, estimating an average of 3.4% errors, with 2916 errors in the ImageNet...
Blind Men (04fad4_1431ad9736744be28ebb1dc4e0305f4f.pdf)
362 KBEN 1 page
It is used to describe situations where people have different interpretations due to limited perspectives.
Navier-Stokes Dynamics (dynamical_systems.pdf)
631 KBEN 41 pages
It covers invariant manifolds and Lyapunov functions, and their application to the two-dimensional Navier-Stokes equation, showing that solutions with...
Fréchet Derivative Approximation (paper6.pdf)
273 KBEN 16 pages
The Fréchet derivative of a matrix function f at A in the direction E can be approximated by Im f(A + ihE)/h for some suitably small h, which is a...
Deep Network Theory (CBMM_Memo_100_v3.pdf)
1.31 MBEN 10 pages
Deep learning is successful in many applications, but its theoretical understanding lags behind.
Active Model Adaptation Under Unknown Shift. (kdd22-auto.pdf)
1.23 MBEN 9 pages
Machine learning models typically rely on a fixed distribution, but data distribution shift is commonly observed in real-world practice due to unforeseen...
Neural Task Graphs (Huang_Neural_Task_Graphs_Generalizing_to_Unseen_Tasks_From_a_Single_CVPR_2019_paper.pdf)
1.78 MBEN 10 pages
Neural Task Graph (NTG) Networks are proposed to generalize to unseen tasks from a single video demonstration, incorporating compositionality into the model to...
Phishing Detection (article_5457_e98d5574ea195e85901970ce6288ecdb.pdf)
455 KBEN 15 pages
Phishing is a social engineering technique used to deceive users, with phishing attacks costing the US billions of dollars annually.
Demonstration of Supports for Student Reuse and Integration of Knowledge through Modeling (carney-ureel-cscl03.pdf)
35 KBEN 2 pages
The Vmodel software supports students in building knowledge through combination, reuse, and modification of models, with representational and computational...
Bidford Migration (LPS-98-2017-GEARY-pp.-74-86.pdf)
4.82 MBEN 13 pages
A study of Bidford-on-Avon, Warwickshire, using census enumerators' books from 1841-1891, examines migration to and from the village, confirming...
A_alg_form_part_19.pdf (A_alg_form_part_19.pdf)
25 KBFR 1 page
Donner l’expression littérale développée (formule des parties) de l’aire d’un rectangle ou d’un carré à partir du produit d’un monôme par un polynôme ou de...
DeepONet (1910.03193.pdf)
740 KBEN 22 pages
DeepONet learns nonlinear operators for identifying differential equations based on the universal approximation theorem of operators, using two sub-networks: a...
Traceback as a method for exploring usage-based second language acquisition (ICLC16_paper_365.pdf)
60 KBEN 1 page
Usage-based theories of language acquisition are gaining traction, with the traceback method being used to explore usage-based language acquisition.
spezial:bib:2011_sksc_fusion.pdf (2011_sksc_fusion.pdf)
1.38 MBEN 8 pages
The authors present a sequential Monte Carlo (SMC) implementation of the intensity filter (iFilter) for multi-target tracking, which estimates the number of...
Generalized Algebraic Data Types and Object-Oriented Programming (gadtoop.pdf)
223 KBEN 20 pages
Generalized algebraic data types (GADTs) have applications in strongly-typed evaluators, generic pretty-printing, and typed LR parsing.
Перейти к публикации (paper05.pdf)
1.54 MBEN 8 pages
It formulates the problem of learning ontology from a sample of texts and describes the structure of data ontology, including basic level concepts and higher...
http://www.lix.polytechnique.fr/Labo/Samuel.Mimram/docs/mimram_rta2015.pdf (mimram_rta2015.pdf)
513 KBEN 17 pages
The authors introduce a notion of presentation of a category modulo a rewriting system, generalizing traditional techniques of rewriting modulo an equational...
Bengio, Yoshua, Réjean Ducharme, Pascal Vincent, and Christian Jauvin. 2003. "A Neural Probabilistic Language Model." Journal of (bengio03a.pdf)
136 KBEN 19 pages
A Neural Probabilistic Language Model proposes a new approach to statistical language modeling, learning a distributed representation for words to fight the...
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