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# I NTERPRETING AND E DITING V ISION -L ANGUAGE R EPRESENTATIONS TO M ITIGATE H ALLUCINATIONS **Nick Jiang** _[∗]_ **, Anish Kachinthaya** _[∗]_ **, Suzie Petyrk** _[†]_ **,Yossi Gandelsman** _[†]_ University of California, Berkeley _{_ nickj,anishk,spetryk,yossi ~~g~~ andelsman _}_ @berkeley.edu A BSTRACT We investiga... | 1Cross-Domain Application | 94kQgWXojH |
# T OWARDS U NDERSTANDING THE R OBUSTNESS OF D IFFUSION -B ASED P URIFICATION : A S TOCHASTIC P ERSPECTIVE **Yiming Liu** [1] _[∗]_ **, Kezhao Liu** [1] _[∗]_ **, Yao Xiao** [1] **, Ziyi Dong** [1] **, Xiaogang Xu** [2] **, Pengxu Wei** [1] _[,]_ [3] _[†]_ **, Liang Lin** [1] _[,]_ [3] 1 Sun Yat-Sen University, 2 Chine... | 3Other | shqjOIK3SA |
# C A N N E U R A L N E T W O R K S A C H I E V E O P T I - M A L C O M P U TAT I O N A L - S TAT I S T I C A L T R A D E - O F F ? A N A N A LY S I S O N S I N G L E -I N D E X M O D E L **Siyu Chen** _[∗]_ [1] **, Beining Wu** _[∗]_ [2] **, Miao Lu** [3] **, Zhuoran Yang** [1] **, Tianhao Wang** [4] 1 Yale University... | 0Conceptual Integration | is4nCVkSFA |
# - S CALING T RANSFORMERS FOR L OW -B ITRATE H IGH Q UALITY S PEECH C ODING **Julian D. Parker** _[∗]_ **Anton Smirnov** **Jordi Pons** **CJ Carr** **Zack Zukowski** **Zach Evans** **Xubo Liu** _[∗]_ Stability AI _{_ julian.parker, xubo.liu _}_ @stability.ai A BSTRACT The tokenization of speech with neural audio codec... | 1Cross-Domain Application | 4YpMrGfldX |
# Q-SFT: Q-L EARNING FOR L ANGUAGE M ODELS VIA S UPERVISED F INE -T UNING **Joey Hong** **Anca Dragan** **Sergey Levine** University of California, Berkeley {jxihong,anca,svlevine}@berkeley.edu A BSTRACT Value-based reinforcement learning (RL) can in principle learn effective policies for a wide range of multi-turn pro... | 0Conceptual Integration | v4MTnPiYXY |
# T OWARD G UIDANCE -F REE AR V ISUAL G ENERATION VIA C ONDITION C ONTRASTIVE A LIGNMENT **Huayu Chen** [1] **, Hang Su** [1] **, Peize Sun** [2] **, Jun Zhu** [1] _[,]_ [3] _[∗]_ 1 Department of Computer Science & Technology, Institute for AI, BNRist Center, Tsinghua-Bosch Joint ML Center, THBI Lab, Tsinghua Universit... | 0Conceptual Integration | kGvXIlIVLM |
# MLLM S K NOW W HERE TO L OOK : - T RAINING FREE P ERCEPTION OF S MALL V ISUAL D ETAILS WITH M ULTIMODAL LLM S Jiarui Zhang, Mahyar Khayatkhoei, Prateek Chhikara, Filip Ilievski University of Southern California, USA Vrije Universiteit Amsterdam, The Netherlands A BSTRACT Multimodal Large Language Models (MLLMs) have ... | 2Direct Enhancement | DgaY5mDdmT |
# - V ALUE ALIGNED B EHAVIOR C LONING FOR O FFLINE - - R EINFORCEMENT L EARNING VIA B I LEVEL O PTIMIZA ## TION **Xingyu Jiang** [1] **, Ning Gao** [1] **, Xiuhui Zhang** [1] **, Hongkun Dou** [1] **, Yue Deng** [1] _[,]_ [2] _[ ∗]_ 1 Beihang University, 2 Beijing Zhongguancun Academy {jxy33zrhd,gaoning_ai,zhangxiuhui,... | 0Conceptual Integration | elTJBP7Fbv |
# L OOK B EFORE Y OU L EAP : U NIVERSAL E MERGENT M ECHANISM FOR R ETRIEVAL IN L ANGUAGE M ODELS **Alexandre Variengien** _[∗]_ EU AI Office European Commission **Eric Winsor** _[∗]_ UK AI Security Institute A BSTRACT When solving challenging problems, language models (LMs) are able to identify relevant information fro... | 0Conceptual Integration | eIB1UZFcFg |
# - S PECTRAL C OMPRESSIVE I MAGING VIA U NMIXING DRIVEN S UBSPACE D IFFUSION R EFINEMENT **Haijin Zeng** [1] _[,][∗]_ **, Benteng Sun** [2] _[,][∗]_ **, Yongyong Chen** [2] _[,][†]_ **, Jingyong Su** [2] _[,][†]_ **, Yong Xu** [2] 1 Harvard University, 2 Harbin Institute of Technology (Shenzhen) haijin.zeng2018@gmail.... | 0Conceptual Integration | Q150eWkQ4I |
# - N O E QUATIONS N EEDED : L EARNING S YSTEM D YNAM ICS W ITHOUT R ELYING ON C LOSED -F ORM ODE S **Krzysztof Kacprzyk** University of Cambridge kk751@cam.ac.uk **Mihaela van der Schaar** University of Cambridge mv472@cam.ac.uk A BSTRACT Data-driven modeling of dynamical systems is a crucial area of machine learning.... | 0Conceptual Integration | kbm6tsICar |
# - R OOT C AUSE A NALYSIS OF A NOMALIES IN M ULTI VARIATE T IME S ERIES THROUGH G RANGER C AUSAL D ISCOVERY **Xiao Han** **[1]** **Saima Absar** **[2]** **Lu Zhang** **[2]** **Shuhan Yuan** **[1]** 1 Utah State University, 2 University of Arkansas _{_ xiao.han,shuhan.yuan _}_ @usu.edu, _{_ sa059,lz006 _}_ @uark.edu A ... | 0Conceptual Integration | k38Th3x4d9 |
# W EIGHTED M ULTI -P ROMPT L EARNING WITH - - D ESCRIPTION FREE L ARGE L ANGUAGE M ODEL D IS ## TILLATION **Sua Lee** [1] _[∗]_ **,** **Kyubum Shin** [2] _[∗]_ **,** **Jung Ho Park** [1] 1 Seoul National University, 2 Naver AI A BSTRACT Recent advances in pre-trained Vision Language Models (VLM) have shown promising p... | 0Conceptual Integration | NDLmZZWATc |
# A LARGE-SCALE DATASET AND BENCHMARK FOR COMMUT- ING ORIGIN-DESTINATION FLOW GENERATION **Can Rong** [1] **Jingtao Ding** [1] **Yan Liu** [2] **Yong Li** [1] _,_ _[∗]_ 1 Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China 2 Computer Science Department, University of Southern California, L... | 3Other | WeJEidTzff |
# U NCOVERING O VERFITTING IN L ARGE L ANGUAGE M ODEL E DITING **Mengqi Zhang** **[1]** _[∗]_ **, Xiaotian Ye** **[2]** _[∗]_ **, Qiang Liu** **[3]** **, Shu Wu** **[3]** _[†]_ **, Pengjie Ren** **[1]** _[†]_ **, Zhumin Chen** **[1]** 1 Shandong University 2 School of Computer Science, Beijing University of Posts and T... | 0Conceptual Integration | t8qcGXaepr |
# T RANSFUSION : P REDICT THE N EXT T OKEN AND D IFFUSE I MAGES WITH O NE M ULTI -M ODAL M ODEL **Chunting Zhou** _[µ][∗]_ **Lili Yu** _[µ][∗]_ **Arun Babu** _[µ]_ **Kushal Tirumala** _[µ]_ **Michihiro Yasunaga** _[µ]_ **Leonid Shamis** _[µ]_ **Jacob Kahn** _[µ]_ **Xuezhe Ma** _[σ]_ **Luke Zettlemoyer** _[µ]_ **Omer Le... | 0Conceptual Integration | SI2hI0frk6 |
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