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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2306.11695 2024-05-07 cs.CL cs.AI cs.LG

A Simple and Effective Pruning Approach for Large Language Models

Mingjie Sun, Zhuang Liu, Anna Bair, J. Zico Kolter

Comments ICLR 2024. Website at https://eric-mingjie.github.io/wanda/home.html

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2306.05426 2024-05-07 cs.LG cs.AI

SequenceMatch: Imitation Learning for Autoregressive Sequence Modelling with Backtracking

Chris Cundy, Stefano Ermon

Comments Poster, ICLR 2024

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2207.10170 2024-05-07 cs.AI

Illusory Attacks: Information-Theoretic Detectability Matters in Adversarial Attacks

Tim Franzmeyer, Stephen McAleer, João F. Henriques, Jakob N. Foerster, Philip H. S. Torr, Adel Bibi, Christian Schroeder de Witt

Comments ICLR 2024 Spotlight (top 5%)

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2405.02805 2024-05-07 cs.LG

Verlet Flows: Exact-Likelihood Integrators for Flow-Based Generative Models

Ezra Erives, Bowen Jing, Tommi Jaakkola

Comments ICLR AI4DifferentialEqautions In Science workshop 2024

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2405.02774 2024-05-07 cs.LG cs.AI cs.CL

Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs

Feiyang Kang, Hoang Anh Just, Yifan Sun, Himanshu Jahagirdar, Yuanzhi Zhang, Rongxing Du, Anit Kumar Sahu, Ruoxi Jia

Comments Published as a conference paper at ICLR 2024

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2405.02421 2024-05-07 cs.CL

What does the Knowledge Neuron Thesis Have to do with Knowledge?

Jingcheng Niu, Andrew Liu, Zining Zhu, Gerald Penn

Comments ICLR 2024 (Spotlight)

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2402.07270 2024-05-07 cs.CV cs.CL cs.LG

Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy

Simon Ging, María A. Bravo, Thomas Brox

Comments Accepted as Spotlight Paper for ICLR 2024. The first two authors contributed equally to this work

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2311.11385 2024-05-07 cs.LG

Multi-Task Reinforcement Learning with Mixture of Orthogonal Experts

Ahmed Hendawy, Jan Peters, Carlo D'Eramo

Comments Accepted at the Twelfth International Conference on Learning Representations (ICLR 2024)

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2311.03309 2024-05-07 cs.LG cs.AI stat.ML

Neural Structure Learning with Stochastic Differential Equations

Benjie Wang, Joel Jennings, Wenbo Gong

Comments ICLR 2024

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2310.15526 2024-05-07 cs.LG cs.CR

Privacy Amplification for Matrix Mechanisms

Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta

Comments Appearing in ICLR 2024. Changes made to match the conference version of the paper

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2310.04966 2024-05-07 cs.LG

Improved Active Learning via Dependent Leverage Score Sampling

Atsushi Shimizu, Xiaoou Cheng, Christopher Musco, Jonathan Weare

Comments To appear at ICLR 2024

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2309.17444 2024-05-07 cs.CV cs.AI cs.CL

LLM-grounded Video Diffusion Models

Long Lian, Baifeng Shi, Adam Yala, Trevor Darrell, Boyi Li

Comments ICLR 2024. Project Page: https://llm-grounded-video-diffusion.github.io/

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2307.15034 2024-05-07 cs.LG cs.NA math.NA

Guaranteed Approximation Bounds for Mixed-Precision Neural Operators

Renbo Tu, Colin White, Jean Kossaifi, Boris Bonev, Nikola Kovachki, Gennady Pekhimenko, Kamyar Azizzadenesheli, Anima Anandkumar

Comments ICLR 2024

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2302.06430 2024-05-07 cs.LG cs.AI

Deep Orthogonal Hypersphere Compression for Anomaly Detection

Yunhe Zhang, Yan Sun, Jinyu Cai, Jicong Fan

Comments Published in ICLR 2024: https://openreview.net/pdf?id=cJs4oE4m9Q

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2405.02081 2024-05-06 cs.LG

A Mutual Information Perspective on Federated Contrastive Learning

Christos Louizos, Matthias Reisser, Denis Korzhenkov

Comments Published as a conference paper at ICLR 2024

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2405.02041 2024-05-06 cs.LG physics.comp-ph

Stabilizing Backpropagation Through Time to Learn Complex Physics

Patrick Schnell, Nils Thuerey

Comments Published at ICLR 2024, code available at https://github.com/tum-pbs/StableBPTT

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2405.01684 2024-05-06 cs.LG cs.AI

Intelligent Switching for Reset-Free RL

Darshan Patil, Janarthanan Rajendran, Glen Berseth, Sarath Chandar

Comments Published at ICLR 2024

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2404.03263 2024-05-06 cs.LG cs.AI

On the Surprising Efficacy of Distillation as an Alternative to Pre-Training Small Models

Sean Farhat, Deming Chen

Comments ICLR 2024. 5th Workshop on Practical ML for Low Resource Settings (PML4LRS). Code can be found at https://github.com/sfarhat/dapt

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2402.14095 2024-05-06 cs.CV cs.AI cs.LG

Zero-shot generalization across architectures for visual classification

Evan Gerritz, Luciano Dyballa, Steven W. Zucker

Comments Accepted as a Tiny Paper at ICLR 2024. Code available at https://github.com/dyballa/generalization/tree/ICLR2024TinyPaper

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2401.08501 2024-05-06 cs.CV

ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation

Kim-Celine Kahl, Carsten T. Lüth, Maximilian Zenk, Klaus Maier-Hein, Paul F. Jaeger

Comments ICLR 2024 (oral)

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2310.16960 2024-05-06 cs.LG cs.CR

Privately Aligning Language Models with Reinforcement Learning

Fan Wu, Huseyin A. Inan, Arturs Backurs, Varun Chandrasekaran, Janardhan Kulkarni, Robert Sim

Comments Accepted at ICLR 2024

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2310.04420 2024-05-06 cs.LG q-bio.NC

BrainSCUBA: Fine-Grained Natural Language Captions of Visual Cortex Selectivity

Andrew F. Luo, Margaret M. Henderson, Michael J. Tarr, Leila Wehbe

Comments ICLR 2024. Project page: https://www.cs.cmu.edu/~afluo/BrainSCUBA

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2310.01329 2024-05-06 cs.CL cs.AI

BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models

Qingqing Cao, Sewon Min, Yizhong Wang, Hannaneh Hajishirzi

Comments ICLR 2024 camera-ready version

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2309.12284 2024-05-06 cs.CL cs.AI

MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Longhui Yu, Weisen Jiang, Han Shi, Jincheng Yu, Zhengying Liu, Yu Zhang, James T. Kwok, Zhenguo Li, Adrian Weller, Weiyang Liu

Comments To appear at ICLR 2024 (Spotlight). Project Page: https://meta-math.github.io/

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2306.08068 2024-05-06 cs.CV cs.AI cs.LG

DORSal: Diffusion for Object-centric Representations of Scenes et al

Allan Jabri, Sjoerd van Steenkiste, Emiel Hoogeboom, Mehdi S. M. Sajjadi, Thomas Kipf

Comments Accepted to ICLR 2024. Project page: https://www.sjoerdvansteenkiste.com/dorsal

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2210.00314 2024-05-06 cs.CV cs.AI cs.LG

Learning Hierarchical Image Segmentation For Recognition and By Recognition

Tsung-Wei Ke, Sangwoo Mo, Stella X. Yu

Comments ICLR 2024 (spotlight). First two authors contributed equally. Code available at https://github.com/twke18/CAST

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2405.01588 2024-05-06 cs.CL cs.AI

Towards Unbiased Evaluation of Detecting Unanswerable Questions in EHRSQL

Yongjin Yang, Sihyeon Kim, SangMook Kim, Gyubok Lee, Se-Young Yun, Edward Choi

Comments DPFM Workshop, ICLR 2024

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2405.01534 2024-05-03 cs.LG cs.AI cs.CV cs.RO

Plan-Seq-Learn: Language Model Guided RL for Solving Long Horizon Robotics Tasks

Murtaza Dalal, Tarun Chiruvolu, Devendra Chaplot, Ruslan Salakhutdinov

Comments Published at ICLR 2024. Website at https://mihdalal.github.io/planseqlearn/ 9 pages, 3 figures, 3 tables; 14 pages appendix (7 additional figures)

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2405.01470 2024-05-03 cs.CL

WildChat: 1M ChatGPT Interaction Logs in the Wild

Wenting Zhao, Xiang Ren, Jack Hessel, Claire Cardie, Yejin Choi, Yuntian Deng

Comments accepted by ICLR 2024

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2405.01035 2024-05-03 cs.GT cs.AI cs.LG

LOQA: Learning with Opponent Q-Learning Awareness

Milad Aghajohari, Juan Agustin Duque, Tim Cooijmans, Aaron Courville

Comments accepted to ICLR but still not in proceedings https://openreview.net/forum?id=FDQF6A1s6M

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