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2209.11895
Cited By
In-context Learning and Induction Heads
24 September 2022
Catherine Olsson
Nelson Elhage
Neel Nanda
Nicholas Joseph
Nova Dassarma
T. Henighan
Benjamin Mann
Amanda Askell
Yuntao Bai
Anna Chen
Tom Conerly
Dawn Drain
Deep Ganguli
Zac Hatfield-Dodds
Danny Hernandez
Scott R. Johnston
Andy Jones
John Kernion
Liane Lovitt
Kamal Ndousse
Dario Amodei
Tom B. Brown
Jack Clark
Jared Kaplan
Sam McCandlish
C. Olah
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Papers citing
"In-context Learning and Induction Heads"
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Title
N-Gram Induction Heads for In-Context RL: Improving Stability and Reducing Data Needs
Ilya Zisman
Alexander Nikulin
Andrei Polubarov
Nikita Lyubaykin
Vladislav Kurenkov
Andrei Polubarov
Igor Kiselev
Vladislav Kurenkov
OffRL
136
2
0
04 Nov 2024
A Mechanistic Explanatory Strategy for XAI
Marcin Rabiza
140
1
0
02 Nov 2024
Toward Understanding In-context vs. In-weight Learning
Bryan Chan
Xinyi Chen
András Gyorgy
Dale Schuurmans
155
5
0
30 Oct 2024
Abrupt Learning in Transformers: A Case Study on Matrix Completion
Pulkit Gopalani
Ekdeep Singh Lubana
Wei Hu
73
4
0
29 Oct 2024
Understanding Synthetic Context Extension via Retrieval Heads
Xinyu Zhao
Fangcong Yin
Greg Durrett
141
2
0
29 Oct 2024
Causal Interventions on Causal Paths: Mapping GPT-2's Reasoning From Syntax to Semantics
Isabelle Lee
Joshua Lum
Ziyi Liu
Dani Yogatama
LRM
60
0
0
28 Oct 2024
DAWN-ICL: Strategic Planning of Problem-solving Trajectories for Zero-Shot In-Context Learning
Xinyu Tang
Xiaolei Wang
Wayne Xin Zhao
Ji-Rong Wen
121
6
0
26 Oct 2024
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination
Jerry Huang
Prasanna Parthasarathi
Mehdi Rezagholizadeh
Boxing Chen
Sarath Chandar
169
0
0
22 Oct 2024
Revealing and Mitigating the Local Pattern Shortcuts of Mamba
Wangjie You
Zecheng Tang
Juntao Li
Lili Yao
Min Zhang
Mamba
61
0
0
21 Oct 2024
Opportunities and Challenges of Generative-AI in Finance
Akshar Prabhu Desai
Ganesh Satish Mallya
Mohammad Luqman
Tejasvi Ravi
Nithya Kota
Pranjul Yadav
AIFin
125
4
0
21 Oct 2024
How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs
Guhao Feng
Kai-Bo Yang
Yuntian Gu
Xinyue Ai
Shengjie Luo
Jiacheng Sun
Di He
Zechao Li
Liwei Wang
LRM
85
13
0
17 Oct 2024
In-context learning and Occam's razor
Eric Elmoznino
Tom Marty
Tejas Kasetty
Léo Gagnon
Sarthak Mittal
Mahan Fathi
Dhanya Sridhar
Guillaume Lajoie
162
1
0
17 Oct 2024
Hypothesis Testing the Circuit Hypothesis in LLMs
Claudia Shi
Nicolas Beltran-Velez
Achille Nazaret
Carolina Zheng
Adrià Garriga-Alonso
Andrew Jesson
Maggie Makar
David M. Blei
100
12
0
16 Oct 2024
Mimetic Initialization Helps State Space Models Learn to Recall
Asher Trockman
Hrayr Harutyunyan
J. Zico Kolter
Sanjiv Kumar
Srinadh Bhojanapalli
Mamba
47
5
0
14 Oct 2024
Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts
Guorui Zheng
Xidong Wang
Juhao Liang
Nuo Chen
Yuping Zheng
Benyou Wang
MoE
124
5
0
14 Oct 2024
HSR-Enhanced Sparse Attention Acceleration
Bo Chen
Yingyu Liang
Zhizhou Sha
Zhenmei Shi
Zhao Song
261
22
0
14 Oct 2024
Fine-grained Attention I/O Complexity: Comprehensive Analysis for Backward Passes
Xiaoyu Li
Yingyu Liang
Zhenmei Shi
Zhao Song
Yufa Zhou
94
18
0
12 Oct 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
Jiachun Li
Pengfei Cao
Zhuoran Jin
Yubo Chen
Kang Liu
Jun Zhao
LRM
ELM
80
7
0
12 Oct 2024
Inference and Verbalization Functions During In-Context Learning
Junyi Tao
Xiaoyin Chen
Nelson F. Liu
LRM
ReLM
90
1
0
12 Oct 2024
The Same But Different: Structural Similarities and Differences in Multilingual Language Modeling
Ruochen Zhang
Qinan Yu
Matianyu Zang
Carsten Eickhoff
Ellie Pavlick
91
6
0
11 Oct 2024
SAGE: Scalable Ground Truth Evaluations for Large Sparse Autoencoders
Constantin Venhoff
Anisoara Calinescu
Philip Torr
Christian Schroeder de Witt
74
0
0
09 Oct 2024
Towards Universality: Studying Mechanistic Similarity Across Language Model Architectures
Junxuan Wang
Xuyang Ge
Wentao Shu
Qiong Tang
Yunhua Zhou
Zhengfu He
Xipeng Qiu
82
7
0
09 Oct 2024
Transformers learn variable-order Markov chains in-context
Ruida Zhou
C. Tian
Suhas Diggavi
78
1
0
07 Oct 2024
Task Diversity Shortens the ICL Plateau
Jaeyeon Kim
Sehyun Kwon
Joo Young Choi
Jongho Park
Jaewoong Cho
Jason D. Lee
Ernest K. Ryu
MoMe
99
3
0
07 Oct 2024
RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals
Yuyang Miao
Zehua Chen
Chong Li
Danilo Mandic
DiffM
MedIm
79
9
0
06 Oct 2024
In-context Learning in Presence of Spurious Correlations
Hrayr Harutyunyan
R. Darbinyan
Samvel Karapetyan
Hrant Khachatrian
LRM
88
1
0
04 Oct 2024
Can Transformers Learn
n
n
n
-gram Language Models?
Anej Svete
Nadav Borenstein
M. Zhou
Isabelle Augenstein
Ryan Cotterell
99
8
0
03 Oct 2024
Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient
George Wang
Jesse Hoogland
Stan van Wingerden
Zach Furman
Daniel Murfet
OffRL
86
9
0
03 Oct 2024
Listening to the Wise Few: Select-and-Copy Attention Heads for Multiple-Choice QA
Eduard Tulchinskii
Laida Kushnareva
Kristian Kuznetsov
Anastasia Voznyuk
Andrei Andriiainen
Irina Piontkovskaya
Evgeny Burnaev
Serguei Barannikov
123
1
0
03 Oct 2024
Softmax is not Enough (for Sharp Size Generalisation)
Petar Velickovic
Christos Perivolaropoulos
Federico Barbero
Razvan Pascanu
114
17
0
01 Oct 2024
PEAR: Position-Embedding-Agnostic Attention Re-weighting Enhances Retrieval-Augmented Generation with Zero Inference Overhead
Tao Tan
Yining Qian
Ang Lv
Hongzhan Lin
Songhao Wu
Yongbo Wang
Feng Wang
Jingtong Wu
Xin Lu
Rui Yan
85
1
0
29 Sep 2024
Neural Decompiling of Tracr Transformers
Hannes Thurnherr
Kaspar Riesen
ViT
48
2
0
29 Sep 2024
On the Inductive Bias of Stacking Towards Improving Reasoning
Nikunj Saunshi
Stefani Karp
Shankar Krishnan
Sobhan Miryoosefi
Sashank J. Reddi
Sanjiv Kumar
LRM
AI4CE
86
7
0
27 Sep 2024
In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models
Pengrui Han
Peiyang Song
Haofei Yu
Jiaxuan You
ReLM
LRM
76
1
0
23 Sep 2024
Optimal ablation for interpretability
Maximilian Li
Lucas Janson
FAtt
112
3
0
16 Sep 2024
Flash STU: Fast Spectral Transform Units
Y. Isabel Liu
Windsor Nguyen
Yagiz Devre
Evan Dogariu
Anirudha Majumdar
Elad Hazan
AI4TS
156
1
0
16 Sep 2024
Language Models "Grok" to Copy
Ang Lv
Ruobing Xie
Xingwu Sun
Zhanhui Kang
Rui Yan
LLMAG
144
0
0
14 Sep 2024
Attention Heads of Large Language Models: A Survey
Zifan Zheng
Yezhaohui Wang
Yuxin Huang
Shichao Song
Mingchuan Yang
Bo Tang
Feiyu Xiong
Zhiyu Li
LRM
117
29
0
05 Sep 2024
Beyond Model Interpretability: Socio-Structural Explanations in Machine Learning
Andrew Smart
Atoosa Kasirzadeh
96
6
0
05 Sep 2024
Masked Mixers for Language Generation and Retrieval
Benjamin L. Badger
167
0
0
02 Sep 2024
Investigating Neuron Ablation in Attention Heads: The Case for Peak Activation Centering
Nicholas Pochinkov
Ben Pasero
Skylar Shibayama
67
2
0
30 Aug 2024
One-layer transformers fail to solve the induction heads task
Clayton Sanford
Daniel J. Hsu
Matus Telgarsky
106
12
0
26 Aug 2024
Multilevel Interpretability Of Artificial Neural Networks: Leveraging Framework And Methods From Neuroscience
Zhonghao He
Jascha Achterberg
Katie Collins
Kevin K. Nejad
Danyal Akarca
...
Chole Li
Kai J. Sandbrink
Stephen Casper
Anna Ivanova
Grace W. Lindsay
AI4CE
99
2
0
22 Aug 2024
In-Context Learning with Representations: Contextual Generalization of Trained Transformers
Tong Yang
Yu Huang
Yingbin Liang
Yuejie Chi
MLT
115
12
0
19 Aug 2024
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference
Geonhee Kim
Marco Valentino
André Freitas
LRM
AI4CE
106
11
0
16 Aug 2024
Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions
Chenming Tang
Zhixiang Wang
Hao Sun
Yunfang Wu
LRM
115
0
0
16 Aug 2024
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
Tom Lieberum
Senthooran Rajamanoharan
Arthur Conmy
Lewis Smith
Nicolas Sonnerat
Vikrant Varma
János Kramár
Anca Dragan
Rohin Shah
Neel Nanda
121
128
0
09 Aug 2024
The Quest for the Right Mediator: A History, Survey, and Theoretical Grounding of Causal Interpretability
Aaron Mueller
Jannik Brinkmann
Millicent Li
Samuel Marks
Koyena Pal
...
Arnab Sen Sharma
Jiuding Sun
Eric Todd
David Bau
Yonatan Belinkov
CML
130
25
0
02 Aug 2024
Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability
Jorge García-Carrasco
A. Maté
Juan Trujillo
AAML
77
3
0
29 Jul 2024
Efficient LLM Training and Serving with Heterogeneous Context Sharding among Attention Heads
Xihui Lin
Yunan Zhang
Suyu Ge
Barun Patra
Vishrav Chaudhary
Hao Peng
Xia Song
48
0
0
25 Jul 2024
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