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ICLR 2025 Workshop QUESTION Submissions
Uncertainty Quantification for MLLMs
Gregory Kang Ruey Lau
,
Hieu Dao
,
Bryan Kian Hsiang Low
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
Uncertainty-Aware Step-wise Verification with Generative Reward Models
Zihuiwen Ye
,
Luckeciano Carvalho Melo
,
Younesse Kaddar
,
Phil Blunsom
,
Sam Staton
,
Yarin Gal
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
Understanding the Relationship between Prompts and Response Uncertainty in Large Language Models
Ze Yu Zhang
,
Arun Verma
,
Finale Doshi-Velez
,
Bryan Kian Hsiang Low
Published: 05 Mar 2025, Last Modified: 02 Apr 2025
QUESTION Poster
Readers:
Everyone
Generative Uncertainty in Diffusion Models
Metod Jazbec
,
Eliot Wong-Toi
,
Guoxuan Xia
,
Dan Zhang
,
Eric Nalisnick
,
Stephan Mandt
Published: 05 Mar 2025, Last Modified: 05 Mar 2025
QUESTION Poster
Readers:
Everyone
TINY: Rethinking Selection Bias in LLMs: Quantification and Mitigation using Efficient Majority Voting
Blessed Guda
,
Lawrence Francis
,
Gabrial Zencha Ashungafac
,
Carlee Joe-Wong
,
Moise Busogi
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
OUTLIER-AWARE PREFERENCE OPTIMIZATION FOR LARGE LANGUAGE MODELS
Pragya Srivastava
,
Sai Soumya Nalli
,
Amit Deshpande
,
Amit Sharma
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
Conformal Structured Prediction
Botong Zhang
,
Shuo Li
,
Osbert Bastani
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
Detecting Unreliable Responses in Generative Vision-Language Models via Visual Uncertainty
Kiana Avestimehr
,
Emily Aye
,
Zalan Fabian
,
Erum Mushtaq
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
[TINY] Building Bridges of Thought: Using the Power of Association to Inspire Creativity in Large Language Models
Fang-Yi Su
,
Ching Chieh Tsao
,
Jung-Hsien Chiang
Published: 05 Mar 2025, Last Modified: 05 Mar 2025
QUESTION Poster
Readers:
Everyone
Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction
Harit Vishwakarma
,
Alan Mishler
,
Thomas Cook
,
Niccolo Dalmasso
,
Natraj Raman
,
Sumitra Ganesh
Published: 05 Mar 2025, Last Modified: 05 Mar 2025
QUESTION Poster
Readers:
Everyone
Can Your Uncertainty Scores Detect Hallucinated Entity?
Min-Hsuan Yeh
,
Max Kamachee
,
Seongheon Park
,
Yixuan Li
Published: 05 Mar 2025, Last Modified: 23 Mar 2025
QUESTION Poster
Readers:
Everyone
Predictive Inference Is Really Free with In-Context Learning
Sohom Mukherjee
,
Ivane Antonov
,
Kai Günder
,
Magnus Josef Maichle
Published: 05 Mar 2025, Last Modified: 19 Mar 2025
QUESTION Poster
Readers:
Everyone
[TINY] Vision language models can implicitly quantify aleatoric uncertainty
Xi Wang
,
Eric Nalisnick
Published: 05 Mar 2025, Last Modified: 10 Mar 2025
QUESTION Poster
Readers:
Everyone
Understanding the Sources of Uncertainty for Large Language and Multimodal Models
Ziran Yang
,
Shibo Hao
,
Hao Sun
,
Lai Jiang
,
Qiyue Gao
,
Yian Ma
,
Zhiting Hu
Published: 05 Mar 2025, Last Modified: 29 Mar 2025
QUESTION Poster
Readers:
Everyone
TINY: Semantic-based Uncertainty Quantification in LLMS: A Case Study on Medical Explanation Generation Task.
Nicholas Kian Boon Tan
,
Mehul Motani
Published: 05 Mar 2025, Last Modified: 31 Mar 2025
QUESTION Poster
Readers:
Everyone
Assessing Confidence in Large Language Models by Classifying Task Correctness using Similarity Features
Debarun Bhattacharjya
,
Balaji Ganesan
,
Junkyu Lee
,
Radu Marinescu
Published: 05 Mar 2025, Last Modified: 05 Mar 2025
QUESTION Poster
Readers:
Everyone
Rethinking Uncertainty Estimation in Natural Language Generation
Lukas Aichberger
,
Kajetan Schweighofer
,
Sepp Hochreiter
Published: 05 Mar 2025, Last Modified: 26 Mar 2025
QUESTION Poster
Readers:
Everyone
Addressing Pitfalls in the Evaluation of Uncertainty Estimation Methods for Natural Language Generation
Mykyta Ielanskyi
,
Kajetan Schweighofer
,
Lukas Aichberger
,
Sepp Hochreiter
Published: 05 Mar 2025, Last Modified: 31 Mar 2025
QUESTION Poster
Readers:
Everyone
Sample-Focused Approach for Robust Uncertainty Quantification in LLMs
Roman Vashurin
,
Maiya Goloburda
,
Preslav Nakov
,
Artem Shelmanov
,
Maxim Panov
Published: 05 Mar 2025, Last Modified: 29 Mar 2025
QUESTION Poster
Readers:
Everyone
Towards Lighter and Robust Evaluation for Retrieval Augmented Generation
Alex-Răzvan Ispas
,
Charles-Elie Simon
,
Fabien Caspani
,
Vincent Guigue
Published: 05 Mar 2025, Last Modified: 20 Mar 2025
QUESTION Poster
Readers:
Everyone
Uncertainty quantification in fine-tuned LLMs using LoRA ensembles
Oleksandr Balabanov
,
Hampus Linander
Published: 05 Mar 2025, Last Modified: 01 Apr 2025
QUESTION Poster
Readers:
Everyone
Adaptive Elicitation of Latent Information Using Natural Language
Jimmy Wang
,
Thomas P Zollo
,
Richard Zemel
,
Hongseok Namkoong
Published: 05 Mar 2025, Last Modified: 12 Mar 2025
QUESTION Poster
Readers:
Everyone
Learning on LLM Output Signatures for Gray Box LLM Behavior Analysis
Guy Bar-Shalom
,
Fabrizio Frasca
,
Derek Lim
,
Yoav Gelberg
,
Yftah Ziser
,
Ran El-Yaniv
,
Gal Chechik
,
Haggai Maron
Published: 05 Mar 2025, Last Modified: 31 Mar 2025
QUESTION Poster
Readers:
Everyone
Semantic-Level Confidence Calibration of Language Models via Temperature Scaling
Tom A. Lamb
,
Desi R. Ivanova
,
Philip Torr
,
Tim G. J. Rudner
Published: 05 Mar 2025, Last Modified: 31 Mar 2025
QUESTION Poster
Readers:
Everyone
Scalable Thompson Sampling via Ensemble++
Yingru Li
,
Jiawei Xu
,
Baoxiang Wang
,
Zhi-Quan Luo
Published: 05 Mar 2025, Last Modified: 05 Mar 2025
QUESTION Poster
Readers:
Everyone
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