tommi/cri
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Add hypnosis literature to related work

Browse Source 
Pavlov (1927) on suggestion as conditioned reflex,
"Hypnosis and the Conditioned Reflex" (1930),
Raz et al. (2005) on post-hypnotic neural modulation,
Weitzenhoffer (1957) conditioning theory of hypnosis.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Tommi Niemi
2026-04-06 19:49:45 +07:00
parent 2e61c2353a
commit dcb33e27bf
5 changed files with 48 additions and 19 deletions
Download Patch File Download Diff File Expand all files Collapse all files

5
paper.md
View File

@@ -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).
---