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Workshop/R0-FoMo
https://openreview.net/forum?id=6FwaSOEeKD
oral
2307.00259
InstructEval: Systematic Evaluation of Instruction Selection Methods
[ "Anirudh Ajith", "Mengzhou Xia", "Ameet Deshpande", "Karthik R Narasimhan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=5TsfEEwRsu
poster
2312.05180
PATHFINDER: Guided Search over Multi-Step Reasoning Paths
[ "Olga Golovneva", "Sean O'Brien", "Ramakanth Pasunuru", "Tianlu Wang", "Luke Zettlemoyer", "Maryam Fazel-Zarandi", "Asli Celikyilmaz" ]
https://huggingface.co/papers/2312.05180
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=4uiOPSvbN6
poster
Enhancing Large Language Models with Ensemble of Critics for Mitigating Toxicity and Hallucination
[ "Sajad Mousavi", "Ricardo Luna Gutierrez", "Desik Rengarajan", "Vineet Gundecha", "Ashwin Ramesh Babu", "Avisek Naug", "Antonio Guillen", "Soumyendu Sarkar" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=3MpDQ0YA7V
poster
Meta- (out-of-context) learning in neural networks
[ "Dmitrii Krasheninnikov", "Egor Krasheninnikov", "Bruno Mlodozeniec", "David Krueger" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=2gytoWpJGf
poster
Zero-shot Clustering of Embeddings with Pretrained and Self-Supervised Learnt Encoders
[ "Scott C Lowe", "Joakim Bruslund Haurum", "Sageev Oore", "Thomas B. Moeslund", "Graham W. Taylor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=2LkTVY15SM
poster
Flexible visual prompts for in context learning in computer vision
[ "Thomas Foster", "Ioana Croitoru", "Robert Dorfman", "Christoffer Edlund", "Thomas Varsavsky", "Jon Almazán" ]
[ "https://github.com/v7labs/xmem_icl" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=2J8xnFLMgF
poster
2405.19592
Why Larger Language Models Do In-context Learning Differently?
[ "Zhenmei Shi", "Junyi Wei", "Zhuoyan Xu", "Yingyu Liang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=1fuyNbblEt
poster
Analyzing ChatGPT’s Behavior Shifts Over Time
[ "Lingjiao Chen", "Matei Zaharia", "James Zou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=1G7n7LW3mF
poster
Are Large Language Models Post Hoc Explainers?
[ "Nicholas Kroeger", "Dan Ley", "Satyapriya Krishna", "Chirag Agarwal", "Himabindu Lakkaraju" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=0hTtit3AAm
poster
CLIPA-v2: Scaling CLIP Training with 81.1
[ "Xianhang Li", "Zeyu Wang", "Cihang Xie" ]
[ "https://github.com/ucsc-vlaa/clipa" ]
[]
[]
[]
NeurIPS2024
Workshop/R0-FoMo
https://openreview.net/forum?id=0GsHDvnzHg
poster
2311.14544
Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning
[ "Yassir Bendou", "Bastien Pasdeloup", "Giulia Lioi", "Vincent Gripon", "Fabien Cardinaux", "Ghouthi BOUKLI HACENE", "Lukas Mauch" ]
[ "https://github.com/ybendou/fs-text2stats" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=zrw68dPsdt
poster
2311.07013
A PAC-Bayesian Perspective on the Interpolating Information Criterion
[ "Liam Hodgkinson", "Chris van der Heide", "Robert Salomone", "Fred Roosta", "Michael Mahoney" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=zarvq21MVP
poster
Graph Neural Networks Benefit from Structural Information Provably: A Feature Learning Perspective
[ "Wei Huang", "Yuan Cao", "Haonan Wang", "Xin Cao", "Taiji Suzuki" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=zaeQGiPVYY
oral
Linear attention is (maybe) all you need (to understand transformer optimization)
[ "Kwangjun Ahn", "Xiang Cheng", "Minhak Song", "Chulhee Yun", "Ali Jadbabaie", "Suvrit Sra" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=xzJ8Xt6wy7
oral
Large Catapults in Momentum Gradient Descent with Warmup: An Empirical Study
[ "Prin Phunyaphibarn", "Junghyun Lee", "Bohan Wang", "Huishuai Zhang", "Chulhee Yun" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=xxYfmRTwyX
oral
Feature Learning in Infinite-Depth Neural Networks
[ "Greg Yang", "Dingli Yu", "Chen Zhu", "Soufiane Hayou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=wsgXCcqiQY
poster
2305.10406
Variational Classification
[ "Shehzaad Dhuliawala", "Mrinmaya Sachan", "Carl Allen" ]
[ "https://github.com/shehzaadzd/variational-classification" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=vXkC6AOupO
poster
Implicit biases in multitask and continual learningfrom a backward error analysis perspective
[ "Benoit Dherin" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=tMCsGRtzK2
poster
2402.16017
Spectrum Extraction and Clipping for Implicitly Linear Layers
[ "Ali Ebrahimpour-Boroojeny", "Matus Telgarsky", "Hari Sundaram" ]
[ "https://github.com/ali-e/fastclip" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=qxy72wUf90
poster
The Noise Geometry of Stochastic Gradient Descent: A Quantitative and Analytical Characterization
[ "Mingze Wang", "Lei Wu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=ovTv99C921
poster
Curvature-Dimension Tradeoff for Generalization in Hyperbolic Space
[ "Nico Alvarado", "Hans Lobel", "Mircea Petrache" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=ocN0nmbAVo
poster
2403.03375
Complexity Matters: Dynamics of Feature Learning in the Presence of Spurious Correlations
[ "GuanWen Qiu", "Da Kuang", "Surbhi Goel" ]
[ "https://github.com/NayutaQiu/Boolean_Spurious" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=oB6tknFuXF
poster
2306.07104
Unveiling the Hessian's Connection to the Decision Boundary
[ "Mahalakshmi Sabanayagam", "Freya Behrens", "Urte Adomaityte", "Anna Dawid" ]
[ "https://github.com/shmoo137/hessian-and-decision-boundary" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=mCjgbk31w1
poster
2307.01649
Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks
[ "Zixuan Zhang", "Kaiqi Zhang", "Minshuo Chen", "Yuma Takeda", "Mengdi Wang", "Tuo Zhao", "Yu-Xiang Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=lIdMba8zHg
poster
2311.11303
Large Learning Rates Improve Generalization: But How Large Are We Talking About?
[ "Ekaterina Lobacheva", "Eduard Pokonechny", "Maxim Kodryan", "Dmitry Vetrov" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=kuAQRCHQNX
poster
Understanding the Role of Noisy Statistics in the Regularization Effect of Batch Normalization
[ "Atli Kosson", "Dongyang Fan", "Martin Jaggi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=kXf5CfXBbU
poster
Generalization Guarantees of Deep ResNets in the Mean-Field Regime
[ "Yihang Chen", "Fanghui Liu", "Yiping Lu", "Grigorios Chrysos", "Volkan Cevher" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=jRqhooP4f9
poster
Theoretical Explanation for Generalization from Adversarial Perturbations
[ "Soichiro Kumano", "Hiroshi Kera", "Toshihiko Yamasaki" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=iKiEzVD0DC
oral
2310.05249
In-Context Convergence of Transformers
[ "Yu Huang", "Yuan Cheng", "Yingbin Liang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=iBDcaBLhz2
poster
2305.18270
How Two-Layer Neural Networks Learn, One (Giant) Step at a Time
[ "Yatin Dandi", "Florent Krzakala", "Bruno Loureiro", "Luca Pesce", "Ludovic Stephan" ]
[ "https://github.com/lucpoisson/giantstep" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=hWDqKtIwSo
poster
2211.10691
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States
[ "Ziqiao Wang", "Yongyi Mao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=hVcGX9oOeE
poster
Unraveling the Complexities of Simplicity Bias: Mitigating and Amplifying Factors
[ "Xuchen Gong", "Tianwen Fu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=gLwzzmh79K
poster
2308.16898
Transformers as Support Vector Machines
[ "Davoud Ataee Tarzanagh", "Yingcong Li", "Christos Thrampoulidis", "Samet Oymak" ]
https://huggingface.co/papers/2308.16898
[ "https://github.com/umich-sota/tf-as-svm" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=eHZhjP5QdR
poster
2312.01127
Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems
[ "Juno Kim", "Kakei Yamamoto", "Kazusato Oko", "Zhuoran Yang", "Taiji Suzuki" ]
https://huggingface.co/papers/2312.01127
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=dq5QGXGxoJ
poster
A Theoretical Study of Dataset Distillation
[ "Zachary Izzo", "James Zou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=dE5MEi9906
poster
Transformers Learn Higher-Order Optimization Methods for In-Context Learning: A Study with Linear Models
[ "Deqing Fu", "Tianqi Chen", "Robin Jia", "Vatsal Sharan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=c71B6zW70d
poster
2311.08309
Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty
[ "Kajetan Schweighofer", "Lukas Aichberger", "Mykyta Ielanskyi", "Sepp Hochreiter" ]
https://huggingface.co/papers/2311.08309
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=aBeZ3jid9i
poster
On the Role of Unstructured Training Data in Transformers' In-Context Learning Capabilities
[ "Kevin Christian Wibisono", "Yixin Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=a1JCT4NPyP
poster
2309.08593
Attention-Only Transformers and Implementing MLPs with Attention Heads
[ "Robert Huben", "Valerie Morris" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=ZBqB3XiN6M
poster
Privacy at Interpolation: Precise Analysis for Random and NTK Features
[ "Simone Bombari", "Marco Mondelli" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=Z7UaGFmg8O
poster
Denoising Low-Rank Data Under Distribution Shift: Double Descent and Data Augmentation
[ "Chinmaya Kausik", "Kashvi Srivastava", "Rishi Sonthalia" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=XMHpZIIOXk
poster
2310.07891
A Theory of Non-Linear Feature Learning with One Gradient Step in Two-Layer Neural Networks
[ "Behrad Moniri", "Donghwan Lee", "Hamed Hassani", "Edgar Dobriban" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=WvZV3JvmeR
oral
2310.02541
Benign Overfitting and Grokking in ReLU Networks for XOR Cluster Data
[ "Zhiwei Xu", "Yutong Wang", "Spencer Frei", "Gal Vardi", "Wei Hu" ]
https://huggingface.co/papers/2310.02541
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=WooXHaAvKQ
poster
How does Gradient Descent Learn Features — A Local Analysis for Regularized Two-Layer Neural Networks
[ "Mo Zhou", "Rong Ge" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=WGWM0MzWAg
oral
2310.00927
Understanding Transferable Representation Learning and Zero-shot Transfer in CLIP
[ "Zixiang Chen", "Yihe Deng", "Yuanzhi Li", "Quanquan Gu" ]
https://huggingface.co/papers/2310.00927
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=Vg6oMb7fbh
poster
2311.11965
Provably Efficient CVaR RL in Low-rank MDPs
[ "Yulai Zhao", "Wenhao Zhan", "Xiaoyan Hu", "Ho-fung Leung", "Farzan Farnia", "Wen Sun", "Jason Lee" ]
https://huggingface.co/papers/2311.11965
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=StN285pphC
poster
Analysis of Task Transferability in Large Pre-trained Classifiers
[ "Akshay Mehra", "Yunbei Zhang", "Jihun Hamm" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=Shqnglu4En
poster
On Scale-Invariant Sharpness Measures
[ "Behrooz Tahmasebi", "Ashkan Soleymani", "Stefanie Jegelka", "Patrick Jaillet" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=SU6KGZweUJ
poster
2306.05583
Gibbs-Based Information Criteria and the Over-Parameterized Regime
[ "Haobo Chen", "Yuheng Bu", "Gregory Wornell" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=QPMfCLnIqf
poster
Grokking modular arithmetic can be explained by margin maximization
[ "Mohamad Amin Mohamadi", "Zhiyuan Li", "Lei Wu", "Danica Sutherland" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=QBOV4DqFh6
poster
Over-parameterised Shallow Neural Networks with Asymmetrical Node Scaling: Global Convergence Guarantees and Feature Learning
[ "Fadhel Ayed", "Francois Caron", "Paul Jung", "Juho Lee", "Hoil Lee", "Hongseok Yang" ]
[ "https://github.com/anomdoubleblind/asymmetrical_scaling" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=PYZ2lNVxgz
poster
On the Computational Complexity of Inverting Generative Models
[ "Feyza Duman Keles", "Chinmay Hegde" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=M5SPJzYsWF
poster
2310.19253
Flow-based Distributionally Robust Optimization
[ "Chen Xu", "Jonghyeok Lee", "Xiuyuan Cheng", "Yao Xie" ]
[ "https://github.com/hamrel-cxu/flowdro" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=LyF1LmzXtU
poster
2310.08566
Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining
[ "Licong Lin", "Yu Bai", "Song Mei" ]
https://huggingface.co/papers/2310.08566
[ "https://github.com/licong-lin/in-context-rl" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=LaFMLwI3rM
poster
2310.10616
How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations
[ "Tianyu Guo", "Wei Hu", "Song Mei", "Huan Wang", "Caiming Xiong", "Silvio Savarese", "Yu Bai" ]
https://huggingface.co/papers/2310.10616
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=KzR07JhgtW
poster
A Theoretical Explanation of Deep RL Performance in Stochastic Environments
[ "Cassidy Laidlaw", "Banghua Zhu", "Stuart Russell", "Anca Dragan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=Kx4gLWx2ze
oral
2309.11420
Deep Networks as Denoising Algorithms: Sample-Efficient Learning of Diffusion Models in High-Dimensional Graphical Models
[ "Song Mei", "Yuchen Wu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=KZ47dqKtGs
poster
Under-Parameterized Double Descent for Ridge Regularized Least Squares Denoising of Data on a Line
[ "Rishi Sonthalia", "Xinyue Li", "Bochao Gu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=IfyZSIxcoM
poster
Continual Learning for Long-Tailed Recognition: Bridging the Gap in Theory and Practice
[ "Mahdiyar Molahasani", "Ali Etemad", "Michael Greenspan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=Gw77i2J8g5
poster
SimVAE: Narrowing the gap between Discriminative Generative Representation Learning
[ "Alice Bizeul", "Carl Allen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=FyCkPgTlXO
poster
2305.17212
Rotational Equilibrium: How Weight Decay Balances Learning Across Neural Networks
[ "Atli Kosson", "Bettina Messmer", "Martin Jaggi" ]
[ "https://github.com/epfml/rotational-optimizers" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=FM6MtmeRxZ
poster
Benign Oscillation of Stochastic Gradient Descent with Large Learning Rate
[ "Miao Lu", "Beining Wu", "Xiaodong Yang", "Difan Zou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=DYiER5LgUU
poster
On Compositionality and Emergence in Physical Systems Generativie Modeling
[ "Justin Diamond" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=ClCrg213JS
poster
Escaping Random Teacher Initialization Enhances Signal Propagation and Representation
[ "Felix Sarnthein", "Sidak Pal Singh", "Antonio Orvieto", "Thomas Hofmann" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=CDmerQ37Zs
poster
2310.07923
The Expressive Power of Transformers with Chain of Thought
[ "William Merrill", "Ashish Sabharwal" ]
https://huggingface.co/papers/2310.07923
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=BMQ4i2RVbE
poster
Transformers as Multi-Task Feature Selectors: Generalization Analysis of In-Context Learning
[ "Hongkang Li", "Meng Wang", "Songtao Lu", "Hui Wan", "Xiaodong Cui", "Pin-Yu Chen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=AxoqhdHHH1
oral
Fit Like You Sample: Sample-Efficient Score Matching From Fast Mixing Diffusions
[ "Yilong Qin", "Andrej Risteski" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=9qxoXqxa0N
poster
2310.07838
Towards the Fundamental Limits of Knowledge Transfer over Finite Domains
[ "Qingyue Zhao", "Banghua Zhu" ]
https://huggingface.co/papers/2310.07838
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=9BYEBbhDRk
poster
2311.04163
Outliers with Opposing Signals Have an Outsized Effect on Neural Network Optimization
[ "Elan Rosenfeld", "Andrej Risteski" ]
https://huggingface.co/papers/2311.04163
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=8s8w7nwCuk
poster
MoXCo:How I learned to stop exploring and love my local minima?
[ "Esha Singh", "Shoham Sabach", "Yu-Xiang Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=89fKHVtsMR
poster
First-order ANIL provably learns representations despite overparametrisation
[ "Oğuz Yüksel", "Etienne Boursier", "Nicolas Flammarion" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=7iibkkg0WI
poster
2306.01710
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection
[ "Eduardo Dadalto Câmara Gomes", "Marco Romanelli", "Georg Pichler", "Pablo Piantanida" ]
https://huggingface.co/papers/2306.01710
[ "https://github.com/edadaltocg/relative-uncertainty" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=7QRaAfbium
poster
2312.17173
Non-Vacuous Generalization Bounds for Large Language Models
[ "Sanae Lotfi", "Marc Finzi", "Yilun Kuang", "Tim Rudner", "Micah Goldblum", "Andrew Wilson" ]
https://huggingface.co/papers/2312.17173
[ "https://github.com/sanaelotfi/sublora-bounds-for-llms" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=7OwnWAPfXu
poster
Learning from setbacks: the impact of adversarial initialization on generalization performance
[ "Kavya Ravichandran", "Yatin Dandi", "Stefani Karp", "Francesca Mignacco" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=6pfCFDPhy6
oral
2309.16620
Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit
[ "Blake Bordelon", "Lorenzo Noci", "Mufan Li", "Boris Hanin", "Cengiz Pehlevan" ]
https://huggingface.co/papers/2309.16620
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=6ZUH4KRM1o
poster
2310.20053
Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo
[ "Szilvia Ujváry", "Gergely Flamich", "Vincent Fortuin", "José Miguel Hernández-Lobato" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=6V11PG7w5l
poster
Divergence at the Interpolation Threshold: Identifying, Interpreting Ablating the Sources of a Deep Learning Puzzle
[ "Rylan Schaeffer", "Zachary Robertson", "Akhilan Boopathy", "Mikail Khona", "Ila Fiete", "Andrey Gromov", "Sanmi Koyejo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=6O15A3h2yl
poster
2310.17087
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult
[ "Yuqing Wang", "Zhenghao Xu", "Tuo Zhao", "Molei Tao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=5QyvPPnrGf
poster
2206.06661
Toward Student-oriented Teacher Network Training for Knowledge Distillation
[ "Chengyu Dong", "Liyuan Liu", "Jingbo Shang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=5CRGXIjjJA
poster
2306.14306
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks
[ "Anna Bair", "Hongxu Yin", "Maying Shen", "Pavlo Molchanov", "Jose M. Alvarez" ]
https://huggingface.co/papers/2306.14306
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=4pPnQqUMLS
poster
Invariant Low-Dimensional Subspaces in Gradient Descent for Learning Deep Matrix Factorizations
[ "Can Yaras", "Peng Wang", "Wei Hu", "Zhihui Zhu", "Laura Balzano", "Qing Qu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=4927EDtTI6
poster
How Structured Data Guides Feature Learning: A Case Study of the Parity Problem
[ "Atsushi Nitanda", "Kazusato Oko", "Taiji Suzuki", "Denny Wu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=3vkeYFEZxW
poster
The Next Symbol Prediction Problem: PAC-learning and its relation to Language Models
[ "Satwik Bhattamishra", "Phil Blunsom", "Varun Kanade" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=3vBtKsiHEC
poster
Why Do We Need Weight Decay for Overparameterized Deep Networks?
[ "Francesco D'Angelo", "Aditya Varre", "Maksym Andriushchenko", "Nicolas Flammarion" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=3YcBch3ejt
poster
The Double-Edged Sword: Perception and Uncertainty in Inverse Problems
[ "Regev Cohen", "Ehud Rivlin", "Daniel Freedman" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=3WBUUAgPxy
poster
Near-Interpolators: Fast Norm Growth and Tempered Near-Overfitting
[ "Yutong Wang", "Rishi Sonthalia", "Wei Hu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=3BqXz5sAEN
poster
2311.16526
On robust overfitting: adversarial training induced distribution matters
[ "Runzhi Tian", "Yongyi Mao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=25g5u1t6nC
poster
2310.00526
Are Graph Neural Networks Optimal Approximation Algorithms?
[ "Morris Yau", "Eric Lu", "Nikolaos Karalias", "Jessica Xu", "Stefanie Jegelka" ]
[ "https://github.com/penlu/bespoke-gnn4do" ]
[]
[]
[]
NeurIPS2024
Workshop/M3L
https://openreview.net/forum?id=1UGbUnQZv0
poster
2310.00535
JoMA: Demystifying Multilayer Transformers via JOint Dynamics of MLP and Attention
[ "Yuandong Tian", "Yiping Wang", "Zhenyu Zhang", "Beidi Chen", "Simon Du" ]
https://huggingface.co/papers/2310.00535
[ "https://github.com/facebookresearch/luckmatters" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=yx3Hkx5ved
poster
2310.03744
Improved Baselines with Visual Instruction Tuning
[ "Haotian Liu", "Chunyuan Li", "Yuheng Li", "Yong Jae Lee" ]
https://huggingface.co/papers/2310.03744
[ "" ]
[ "merve/llava-next", "merve/compare_VLMs", "DiscloseAI/pllava-7b-demo", "anand004/Multimodal-PDF-Chatbot", "dwb2023/omniscience", "catastropiyush/llava-next-Plot-Extract", "dwb2023/hf_extractor", "dwb2023/model_explorer2", "DiscloseAI/pllava-13b-demo", "PeepDaSlan9/stabilityai-japanese-stable-vlm", "mrqadeer/llava-hf-llava-v1.6-mistral-7b-hf", "dwb2023/model_explorer4", "Raghuan/pdf_bot_new", "larry1129/WooWoof_AI", "yashasgupta/Image_Caption", "vitvit/llava-hf-llava-v1.6-34b-hf", "arkerekon/llava-hf-llava-v1.6-34b-hf", "JayGhiya/image-text-llava-13b-v1.6", "realaer/src", "stmackcat/llava-next", "Johnyquest7/llava-next-test", "fradeai/llava-hf-llava-v1.6-mistral-7b-hf", "arkerekon/llava-hf-llava-v1.6-mistral-7b-hf", "ThinkAI-Morocco/llava-next", "anand004/Multimodal-PDF-RAG", "kh-CHEUNG/EIL-Demo", "AIEArt/llava-chatbot", "dkondic/ImageChatbot", "chart-misinformation-detection/Llava-Next-BLP4k", "Raghuan/PDF_chatbot", "whan12/llava-next", "Spencer525/MMrapd", "ojilethegenius/llava-next", "ovidiuionita/cro-audit", "Benfou21/Mutli_vector_RAG", "BOUDELLAH/llava", "ermu2001/pllava-34b-demo", "fradeai/llava-hf-llava-v1.6-vicuna-7b-hf", "AI-Secure/MMDT-radar", "ManishThota/pllava-34b-demo", "diabolic6045/japanese-stable-vlm-demo", "Aranya31/ft_LLaVA-Med" ]
[ "llava-hf/llava-v1.6-mistral-7b-hf", "llava-hf/llava-v1.6-34b-hf", "stabilityai/japanese-stable-vlm", "Intel/llava-gemma-2b", "cyberagent/llava-calm2-siglip", "llava-hf/llava-v1.6-vicuna-13b-hf", "llava-hf/llava-v1.6-vicuna-7b-hf", "Intel/llava-llama-3-8b", "SpursgoZmy/table-llava-v1.5-7b", "Intel/llava-gemma-7b", "jingyaogong/minimind-v-v1", "SpursgoZmy/table-llava-v1.5-13b", "multitensor/model1", "circulus/TinyHawk-v1", "saurabh-straive/llava_100k_finetuned", "Straive/llava-1.5-13b-lora-100k-8-mar", "GDinesh/llava-1-5", "saurabh-straive/llava-1-5", "Straive/llava-v1.6-34b-hf", "adinath/tablellava", "rroset/llava-v1.6-mistral-7b-rrm", "starriver030515/LLaVA", "chart-misinformation-detection/llava-1.6-mistral-7b-snoopy-1.0-post-finetune-full-folder", "chart-misinformation-detection/hf-llava-next-finetune-blp4k", "csuhan/LLaVA_EF", "mylesgoose/Llama-3.1-Minitron-4B-Llava-Nvidia-siglip-ov", "jingyaogong/minimind-v-v1-small", "palpit/mydataset", "zliubot/table-llava-v1.5-7b" ]
[ "lmms-lab/M4-Instruct-Data", "X2FD/LVIS-Instruct4V-mix730k", "swap-uniba/WILD_IT", "jiahaonie/MMRel", "jiahaonie/README.md" ]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=yi8KGilFFk
poster
2309.13788
Can LLM-Generated Misinformation Be Detected?
[ "Canyu Chen", "Kai Shu" ]
https://huggingface.co/papers/2309.13788
[ "https://github.com/llm-misinformation/llm-misinformation" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=yeQvl1q8Vy
poster
Prometheus: Inducing Evaluation Capability in Language Models
[ "Seungone Kim", "Jamin Shin", "Yejin Cho", "Joel Jang", "Shayne Longpre", "Hwaran Lee", "Sangdoo Yun", "Seongjin Shin", "Sungdong Kim", "James Thorne", "Minjoon Seo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=ydY0xXNhwi
poster
Instruction-tuned LLMs with World Knowledge are More Aligned to the Human Brain
[ "Khai Loong Aw", "Syrielle Montariol", "Badr AlKhamissi", "Martin Schrimpf", "Antoine Bosselut" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=xulyCXgIWH
poster
2310.01889
Ring Attention with Blockwise Transformers for Near-Infinite Context
[ "Hao Liu", "Matei Zaharia", "Pieter Abbeel" ]
https://huggingface.co/papers/2310.01889
[ "https://github.com/forhaoliu/ringattention" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=xaqoZZqkPU
poster
Reflection-Tuning: Recycling Data for Better Instruction-Tuning
[ "Ming Li", "Lichang Chen", "Jiuhai Chen", "Shwai He", "Tianyi Zhou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=x6MlSOzbmC
poster
Supervised Fine-Tuning of Large Language Models on Human Demonstrations Through the Lens of Memorization
[ "Yubin Ge", "Devamanyu Hazarika", "Yang Liu", "Mahdi Namazifar" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=wq4OaU8tfE
poster
Grounding Code Generation with Input-Output Specifications
[ "Yeming Wen", "Pengcheng Yin", "Kensen Shi", "Henryk Michalewski", "Swarat Chaudhuri", "Alex Polozov" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=wcSx5VjTPP
poster
2308.07074
#InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language Models
[ "Keming Lu", "Hongyi Yuan", "Zheng Yuan", "Runji Lin", "Junyang Lin", "Chuanqi Tan", "Chang Zhou", "Jingren Zhou" ]
https://huggingface.co/papers/2308.07074
[ "https://github.com/ofa-sys/instag" ]
[]
[ "OFA-Sys/InsTagger", "zake7749/gemma-2-2b-it-chinese-kyara-dpo", "RichardErkhov/zake7749_-_gemma-2-2b-it-chinese-kyara-dpo-4bits", "RichardErkhov/zake7749_-_gemma-2-2b-it-chinese-kyara-dpo-8bits" ]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=wYLASkYFJU
poster
Training Speech Recognition Models to Follow Instructions
[ "Cheng-I Lai", "Zhiyun Lu", "Liangliang Cao", "Ruoming Pang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Instruction
https://openreview.net/forum?id=vDXvtytjdX
poster
Enhanced Visual Instruction Tuning for Text-Rich Image Understanding
[ "Yanzhe Zhang", "Ruiyi Zhang", "Jiuxiang Gu", "Yufan Zhou", "Nedim Lipka", "Diyi Yang", "Tong Sun" ]
[ "https://github.com/SALT-NLP/LLaVAR" ]
[]
[]
[]
NeurIPS2024