diff --git a/paper.aux b/paper.aux index a14ed23..1e9de08 100644 --- a/paper.aux +++ b/paper.aux @@ -25,17 +25,20 @@ \citation{das2024larimar} \citation{lewis2020rag} \citation{meng2022rome,meng2023memit} -\bibstyle{plainnat} -\bibcite{das2024larimar}{{1}{2024}{{Das et~al.}}{{}}} \@writefile{toc}{\contentsline {section}{\numberline {4}Privacy by Representation}{4}{section.4}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {5}Related Work}{4}{section.5}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {6}Limitations}{4}{section.6}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {7}Conclusion}{4}{section.7}\protected@file@percent } +\bibstyle{plainnat} +\bibcite{das2024larimar}{{1}{2024}{{Das et~al.}}{{}}} \bibcite{fountas2024emllm}{{2}{2024}{{Fountas et~al.}}{{}}} \bibcite{jang2024camelot}{{3}{2024}{{Jang et~al.}}{{}}} \bibcite{lewis2020rag}{{4}{2020}{{Lewis et~al.}}{{}}} \bibcite{meng2022rome}{{5}{2022}{{Meng et~al.}}{{}}} \bibcite{meng2023memit}{{6}{2023}{{Meng et~al.}}{{}}} \bibcite{pavlov1927}{{7}{1927}{{Pavlov}}{{}}} -\bibcite{skinner1938}{{8}{1938}{{Skinner}}{{}}} +\bibcite{raz2005}{{8}{2005}{{Raz et~al.}}{{}}} +\bibcite{skinner1938}{{9}{1938}{{Skinner}}{{}}} +\bibcite{weitzenhoffer1957}{{10}{1957}{{Weitzenhoffer}}{{}}} +\bibcite{hypnosis1930}{{11}{1930}{{Hypnosis \& CR}}{{}}} +\@writefile{toc}{\contentsline {section}{\numberline {7}Conclusion}{5}{section.7}\protected@file@percent } \gdef \@abspage@last{5} diff --git a/paper.log b/paper.log index 9ca2ff8..75ad178 100644 --- a/paper.log +++ b/paper.log @@ -1,4 +1,4 @@ -This is pdfTeX, Version 3.141592653-2.6-1.40.29 (TeX Live 2026/Arch Linux) (preloaded format=pdflatex 2026.3.11) 6 APR 2026 19:46 +This is pdfTeX, Version 3.141592653-2.6-1.40.29 (TeX Live 2026/Arch Linux) (preloaded format=pdflatex 2026.3.11) 6 APR 2026 19:49 entering extended mode restricted \write18 enabled. %&-line parsing enabled. @@ -435,7 +435,12 @@ Quan-ti-za-tion tested at f32/f16/bf16/int8/int4 [] [2{/usr/share/texmf-dist/fonts/enc/dvips/cm-super/cm-super-ts1.enc}] [3] -[4] [5] (./paper.aux) +[4] [5] (./paper.aux + +Package natbib Warning: Citation(s) may have changed. +(natbib) Rerun to get citations correct. + +) *********** LaTeX2e <2025-11-01> L3 programming layer <2026-01-19> @@ -444,13 +449,13 @@ Package rerunfilecheck Info: File `paper.out' has not changed. (rerunfilecheck) Checksum: 4198C661EF4EF302CF6CA8FE934684BD;2020. ) Here is how much of TeX's memory you used: - 12071 strings out of 467525 - 177779 string characters out of 5425861 + 12083 strings out of 467525 + 178010 string characters out of 5425861 607805 words of memory out of 5000000 - 40820 multiletter control sequences out of 15000+600000 + 40829 multiletter control sequences out of 15000+600000 639085 words of font info for 84 fonts, out of 8000000 for 9000 1141 hyphenation exceptions out of 8191 - 75i,8n,79p,324b,557s stack positions out of 10000i,1000n,20000p,200000b,200000s + 75i,8n,79p,324b,518s stack positions out of 10000i,1000n,20000p,200000b,200000s -Output written on paper.pdf (5 pages, 193342 bytes). +Output written on paper.pdf (5 pages, 196714 bytes). PDF statistics: - 207 PDF objects out of 1000 (max. 8388607) - 168 compressed objects within 2 object streams - 39 named destinations out of 1000 (max. 500000) + 210 PDF objects out of 1000 (max. 8388607) + 171 compressed objects within 2 object streams + 42 named destinations out of 1000 (max. 500000) 121 words of extra memory for PDF output out of 10000 (max. 10000000) diff --git a/paper.md b/paper.md index 76cb698..13caf17 100644 --- a/paper.md +++ b/paper.md @@ -159,7 +159,7 @@ This is privacy by representation, not encryption — an architectural consequen ## 5. Related Work -**Pavlov (1927)**: classical conditioning — neutral stimulus paired with unconditioned stimulus acquires the ability to elicit a conditioned response. CRI operates analogously: activation pattern (CS) paired with logit biases (US) produces token sequence (CR). **Skinner (1938)**: operant conditioning — responses shaped by consequences. CRI currently performs respondent conditioning only, but bias magnitude modulation via reward signal is a natural extension. +**Pavlov (1927)** described hypnotic suggestion as the best example of a conditioned reflex in humans — learned associations triggered by words. **"Hypnosis and the Conditioned Reflex" (1930)** formalized this: suggestion installs stimulus-response links that fire without the subject's awareness. CRI implements the same mechanism on transformers: activation pattern (CS) paired with logit biases (US) produces token sequence (CR). **Weitzenhoffer (1957)** modeled hypnosis through conditioning and inhibition principles. **Raz et al. (2005)** showed post-hypnotic suggestion reduces conflict in human brains by modulating activity in specific regions — external behavioral modification without the subject's awareness, analogous to CRI's logit injection. **Skinner (1938)**: operant conditioning — responses shaped by consequences. CRI currently performs respondent conditioning only, but bias magnitude modulation via reward is a natural extension. **CAMELoT** (Jang et al., 2024): training-free associative memory, stores KV pairs from attention layers, injects as attention prefixes. **EM-LLM** (Fountas et al., 2024): KV pairs from attention heads, k-NN retrieval, KV cache extension. **Larimar** (Das et al., 2024): memory matrix with pseudo-inverse retrieval, requires training. All inject at the attention level. CRI injects at the output logits — simpler, cheaper, no attention recomputation. @@ -198,7 +198,10 @@ Capture activation pattern, store logit biases, match by cosine similarity, inje - Meng, K. et al. (2022). ROME. NeurIPS 2022. - Meng, K. et al. (2023). MEMIT. ICLR 2023. - Pavlov, I. P. (1927). Conditioned Reflexes. Oxford University Press. +- Raz, A., Fan, J., & Posner, M. I. (2005). Hypnotic suggestion reduces conflict in the human brain. PNAS 102(28), 9978-9983. - Skinner, B. F. (1938). The Behavior of Organisms. Appleton-Century. +- Weitzenhoffer, A. M. (1957). A theory of hypnosis based on principles of conditioning and inhibition. J. Gen. Psychol. +- "Hypnosis and the Conditioned Reflex" (1930). J. Gen. Psychol. 4(1-4). --- diff --git a/paper.pdf b/paper.pdf index 34a607d..3378fc8 100644 Binary files a/paper.pdf and b/paper.pdf differ diff --git a/paper.tex b/paper.tex index 4539cc2..f618ae8 100644 --- a/paper.tex +++ b/paper.tex @@ -212,10 +212,17 @@ operating in the model's internal space. %─────────────────────────────────────────────── \section{Related Work} -\textbf{Pavlov}~(1927): classical conditioning. CRI operates analogously---activation -pattern (CS) paired with logit biases (US) produces token sequence (CR). -\textbf{Skinner}~(1938): operant conditioning. CRI currently performs respondent -conditioning only; bias modulation via reward is a natural extension. +\textbf{Pavlov}~(1927) described hypnotic suggestion as the best example of a +conditioned reflex in humans. \textbf{``Hypnosis and the Conditioned Reflex''} +(1930) formalized this: suggestion installs stimulus-response links that fire +without the subject's awareness. CRI implements the same mechanism on +transformers: activation pattern (CS) paired with logit biases (US) produces +token sequence (CR). \textbf{Raz et~al.}~(2005) showed post-hypnotic suggestion +reduces conflict in human brains by modulating activity in specific +regions---external behavioral modification without awareness, analogous to +CRI's logit injection. \textbf{Skinner}~(1938): operant conditioning. CRI +currently performs respondent conditioning only; bias modulation via reward is a +natural extension. \textbf{CAMELoT} \citep{jang2024camelot}: KV pairs from attention, injected as prefixes. \textbf{EM-LLM} \citep{fountas2024emllm}: KV cache extension. @@ -271,9 +278,20 @@ Meng, K. et~al. MEMIT. \emph{ICLR}, 2023. \bibitem[Pavlov(1927)]{pavlov1927} Pavlov, I.~P. \emph{Conditioned Reflexes}. Oxford University Press, 1927. +\bibitem[Raz et~al.(2005)]{raz2005} +Raz, A., Fan, J., \& Posner, M.~I. Hypnotic suggestion reduces conflict in the +human brain. \emph{PNAS}, 102(28):9978--9983, 2005. + \bibitem[Skinner(1938)]{skinner1938} Skinner, B.~F. \emph{The Behavior of Organisms}. Appleton-Century, 1938. +\bibitem[Weitzenhoffer(1957)]{weitzenhoffer1957} +Weitzenhoffer, A.~M. A theory of hypnosis based on principles of conditioning +and inhibition. \emph{J.~Gen.~Psychol.}, 1957. + +\bibitem[{Hypnosis \& CR}(1930)]{hypnosis1930} +Hypnosis and the Conditioned Reflex. \emph{J.~Gen.~Psychol.}, 4(1--4), 1930. + \end{thebibliography} \end{document}