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+ @inproceedings{bender2021dangers,
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+ title={On the dangers of stochastic parrots: Can language models be too big?},
3
+ author={Bender, Emily M and Gebru, Timnit and McMillan-Major, Angelina and Shmitchell, Shmargaret},
4
+ booktitle={Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency},
5
+ pages={610--623},
6
+ year={2021}
7
+ }
8
+
9
+ @article{bommasani2021opportunities,
10
+ title={On the opportunities and risks of foundation models},
11
+ author={Bommasani, Rishi and others},
12
+ journal={arXiv preprint arXiv:2108.07258},
13
+ year={2021}
14
+ }
15
+
16
+ @article{hu2021lora,
17
+ title={{LoRA}: Low-rank adaptation of large language models},
18
+ author={Hu, Edward J and Shen, Yelong and Wallis, Phillip and Allen-Zhu, Zeyuan and Li, Yuanzhi and Wang, Shean and Wang, Lu and Chen, Weizhu},
19
+ journal={arXiv preprint arXiv:2106.09685},
20
+ year={2021}
21
+ }
22
+
23
+ @book{wooldridge2009introduction,
24
+ title={An Introduction to {MultiAgent} Systems},
25
+ author={Wooldridge, Michael},
26
+ year={2009},
27
+ publisher={John Wiley \& Sons}
28
+ }
29
+
30
+ @article{wu2023autogen,
31
+ title={{AutoGen}: Enabling next-gen {LLM} applications via multi-agent conversation},
32
+ author={Wu, Qingyun and Bansal, Gagan and Zhang, Jieyu and Wu, Yiran and Li, Beibin and Zhu, Erkang and Jiang, Li and Zhang, Xiaoyun and Zhang, Shaokun and Liu, Jiale and others},
33
+ journal={arXiv preprint arXiv:2308.08155},
34
+ year={2023}
35
+ }
36
+
37
+ @article{good1966speculations,
38
+ title={Speculations concerning the first ultraintelligent machine},
39
+ author={Good, Irving John},
40
+ journal={Advances in Computers},
41
+ volume={6},
42
+ pages={31--88},
43
+ year={1966}
44
+ }
45
+
46
+ @inproceedings{wei2022chain,
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+ title={Chain-of-thought prompting elicits reasoning in large language models},
48
+ author={Wei, Jason and Wang, Xuezhi and Schuurmans, Dale and Bosma, Maarten and Ichter, Brian and Xia, Fei and Chi, Ed and Le, Quoc V and Zhou, Denny},
49
+ booktitle={Advances in Neural Information Processing Systems},
50
+ year={2022}
51
+ }
52
+
53
+ @inproceedings{shinn2023reflexion,
54
+ title={Reflexion: Language agents with verbal reinforcement learning},
55
+ author={Shinn, Noah and Cassano, Federico and Gopinath, Ashwin and Narasimhan, Karthik and Yao, Shunyu},
56
+ booktitle={Advances in Neural Information Processing Systems},
57
+ year={2023}
58
+ }
59
+
60
+ @article{baars1997theatre,
61
+ title={In the theatre of consciousness: Global workspace theory, a rigorous scientific theory of consciousness},
62
+ author={Baars, Bernard J},
63
+ journal={Journal of Consciousness Studies},
64
+ volume={4},
65
+ number={4},
66
+ pages={292--309},
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+ year={1997}
68
+ }
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+
70
+ @article{friston2010free,
71
+ title={The free-energy principle: A unified brain theory?},
72
+ author={Friston, Karl},
73
+ journal={Nature Reviews Neuroscience},
74
+ volume={11},
75
+ pages={127--138},
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+ year={2010}
77
+ }
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+
79
+ @article{tononi2004information,
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+ title={An information integration theory of consciousness},
81
+ author={Tononi, Giulio},
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+ journal={BMC Neuroscience},
83
+ volume={5},
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+ number={42},
85
+ year={2004}
86
+ }
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+
88
+ @inproceedings{pfeiffer2020adapterhub,
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+ title={{AdapterHub}: A framework for adapting transformers},
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+ author={Pfeiffer, Jonas and R{\"u}ckl{\'e}, Andreas and Poth, Clifton and Kamath, Aishwarya and Vuli{\'c}, Ivan and Ruder, Sebastian and Cho, Kyunghyun and Gurevych, Iryna},
91
+ booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations},
92
+ pages={46--54},
93
+ year={2020}
94
+ }
95
+
96
+ @inproceedings{dettmers2023qlora,
97
+ title={{QLoRA}: Efficient finetuning of quantized language models},
98
+ author={Dettmers, Tim and Pagnoni, Artidoro and Holtzman, Ari and Zettlemoyer, Luke},
99
+ booktitle={Advances in Neural Information Processing Systems},
100
+ year={2023}
101
+ }
102
+
103
+ @article{mehrabi2021survey,
104
+ title={A survey on bias and fairness in machine learning},
105
+ author={Mehrabi, Ninareh and Morstatter, Fred and Saxena, Nripsuta and Lerman, Kristina and Galstyan, Aram},
106
+ journal={ACM Computing Surveys},
107
+ volume={54},
108
+ number={6},
109
+ pages={1--35},
110
+ year={2021}
111
+ }
112
+
113
+ @book{schuld2018supervised,
114
+ title={Supervised Learning with Quantum Computers},
115
+ author={Schuld, Maria and Petruccione, Francesco},
116
+ year={2018},
117
+ publisher={Springer}
118
+ }
119
+
120
+ @article{harrison2025citizenscience,
121
+ title={Citizen-science quantum and chaos simulations orchestrated by the {Codette} {AI} suite},
122
+ author={Harrison, Jonathan},
123
+ journal={Zenodo},
124
+ doi={10.5281/zenodo.15342466},
125
+ year={2025}
126
+ }
127
+
128
+ @inproceedings{vaswani2017attention,
129
+ title={Attention is all you need},
130
+ author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia},
131
+ booktitle={Advances in Neural Information Processing Systems},
132
+ pages={5998--6008},
133
+ year={2017}
134
+ }
135
+
136
+ @article{harrison2025ethics,
137
+ title={{AI} ethics in realtime ({Codette} \& {Pidette})},
138
+ author={Harrison, Jonathan},
139
+ journal={Zenodo},
140
+ doi={10.5281/zenodo.15214462},
141
+ year={2025}
142
+ }
143
+
144
+ @article{harrison2025dreamreal,
145
+ title={The day the dream became real: Recursive memory and emergent identity in ethical {AI}},
146
+ author={Harrison, Jonathan},
147
+ journal={Zenodo},
148
+ doi={10.5281/zenodo.15685769},
149
+ year={2025}
150
+ }
151
+
152
+ @article{harrison2025dreamcore,
153
+ title={{Codette DreamCore}: Memory anchoring and wake-state emotional mapping engine},
154
+ author={Harrison, Jonathan},
155
+ journal={Zenodo},
156
+ doi={10.5281/zenodo.16388758},
157
+ year={2025}
158
+ }
159
+
160
+ @article{harrison2025aegisnexus,
161
+ title={{AEGIS-Nexus}: Unified cognitive framework for ethical signal processing},
162
+ author={Harrison, Jonathan},
163
+ journal={Zenodo},
164
+ doi={10.5281/zenodo.16644058},
165
+ year={2025}
166
+ }
167
+
168
+ @article{harrison2025codetteethical,
169
+ title={{Codette}: An ethical, multi-agent, quantum-inspired {AI} development environment},
170
+ author={Harrison, Jonathan},
171
+ journal={Zenodo},
172
+ doi={10.5281/zenodo.16894230},
173
+ year={2025}
174
+ }
175
+
176
+ @article{harrison2025codettefinal,
177
+ title={{Codette} framework final {AGI}},
178
+ author={Harrison, Jonathan},
179
+ journal={Zenodo},
180
+ doi={10.5281/zenodo.16728523},
181
+ year={2025}
182
+ }
183
+
184
+ @article{harrison2025healdette,
185
+ title={{Healdette}: Ancestry-aware antibody design pipeline},
186
+ author={Harrison, Jonathan},
187
+ journal={Zenodo},
188
+ doi={10.5281/zenodo.17227517},
189
+ year={2025}
190
+ }
191
+
192
+ @article{harrison2026recursive,
193
+ title={Recursive {AI} with {Codette}},
194
+ author={Harrison, Jonathan},
195
+ journal={Zenodo},
196
+ doi={10.5281/zenodo.18167802},
197
+ year={2026}
198
+ }
199
+
200
+ @misc{harrison2025codettehf,
201
+ title={{Codette} (Revision a265948)},
202
+ author={Harrison, Jonathan},
203
+ howpublished={Hugging Face},
204
+ doi={10.57967/hf/5073},
205
+ year={2025}
206
+ }
207
+
208
+ @article{grattafiori2024llama,
209
+ title={The {Llama} 3 herd of models},
210
+ author={Grattafiori, Aaron and others},
211
+ journal={arXiv preprint arXiv:2407.21783},
212
+ year={2024}
213
+ }