From 0448e96bc90b4e47f429ceb83dd92638e3bca060 Mon Sep 17 00:00:00 2001 From: Tommi Niemi Date: Mon, 6 Apr 2026 19:35:04 +0700 Subject: [PATCH] Remove cringe closing line Co-Authored-By: Claude Opus 4.6 (1M context) --- paper.log | 4 ++-- paper.md | 2 -- paper.pdf | Bin 192797 -> 192763 bytes paper.tex | 2 -- 4 files changed, 2 insertions(+), 6 deletions(-) diff --git a/paper.log b/paper.log index 9451d01..54389f9 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 19:31 +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 19:35 entering extended mode restricted \write18 enabled. %&-line parsing enabled. @@ -464,7 +464,7 @@ public/amsfonts/cm/cmr17.pfb> -Output written on paper.pdf (5 pages, 192797 bytes). +Output written on paper.pdf (5 pages, 192763 bytes). PDF statistics: 207 PDF objects out of 1000 (max. 8388607) 168 compressed objects within 2 object streams diff --git a/paper.md b/paper.md index 591db6c..b8a8dd2 100644 --- a/paper.md +++ b/paper.md @@ -187,8 +187,6 @@ This is privacy by representation, not encryption — an architectural consequen Capture activation pattern, store logit biases, match by cosine similarity, inject during generation. One forward pass to condition. One lookup to trigger. Remove the file and the model is untouched. -Not a hippocampus — a reflex arc. - ## References - Das, P. et al. (2024). Larimar. ICML 2024. arXiv:2403.11901. diff --git a/paper.pdf b/paper.pdf index 98b3999b1834259c0527b237bc53abb83d71de85..94c9fabb87fb396efb50b15b6e93048c87fd576a 100644 GIT binary patch delta 5448 zcmV-O6}Rf0;tTuX3$XVW0x>g}!R`Vme~lQ)a^tr0K3}0*pej?teMwFp$1`sdJCi7W zFR5~JfGJqQGZzIQy`<*j(+fyRHs$yt0gXnZ_l5p!J@aRu-udqT!_~X@AG2r{#EU3S z!`apCEKe8lEG^@{X7kYET86HlqKS39)-fKmuhR2e^t#q z3PdM6-8S<-uYP#{F$!mazbO17K;r()3*o6GWXf0bJQ7B)*UHSjIF7_tcAYYf#a%3< zQM}mBy)YN8ZszdUxl`ED9m(6eC8U+AJj?j1)PMLvTsmT92ka-QVCD#Bx3W}UYb6`q ztSe<5u!2+o{?i zmZr6i!i}yf5Yz42TgKP|^U}x~GzR_y8(J8tEc#Q4nnN}`+gpRE{v51 z-7(L|gnW+nBal(x4T*YW@QrNl7=DA6Mo`ms3~^WTmzL%8N=fojcWJ|_2dk%k?)b`p zuX{2xGlf!k`(h+4h2yh`e+9mgiFVkQq+D1ia{9hjMs|upX3!5gI$Ub3JL%dxdX%_B zq9hymVu|Py`D7{KY%~~eA2!nA+D_M~&%V+O=!OubCpKW!3D+5ehKy|bPI=&WrDFS9 zP#NiRMRf4MnrP~4y3Vdj(o zHz0n@(-u#@lEMKrFseIMcD<1mgG%ee#PgfJaH=_U!ew)V2CeR0dY=uBJH=v8K*A?lrgq=%hyMTa5T=ANMkXj@M}W)fAvl`4fy<|atA6w5#>&~ zaUQV7Fj6G@2R{co_9k=qp5kK&y)$H#l5bux(p66k8q5LFT3ZG|;JA_tnVqrS z^*y^Xq;0CF?_dcQz9F3=aPaKD8Y~FFdo2g*V>Oy!U%Ob4oH!ae#2~=bV+W}XC{8MP zD%j3WFV8R9f2$+D44L5i2Z^G@F{pqlK4k7{al(+$592?n(njLP|M4k$m*wTHX=_GA z=VU!`j)}7rg8BcDK+qA1sAbG8m7(}i*&|MpLG3ud^p59`i;K%6;-rzd{y5LUD7{O0 z_$WY0GWd6r!D^5!1ACBU04urLQP-0Go3gLH91LeiJ>|DZtD z5~|N5rfomj>qWvM!=^}&ejbU_s$w`R9@l7?;eXFSj8-YGKNZ~%IYA*V-?#e&pvLwc zl_i8xDzRU!uD6vklZ}+qq#T0lgdMnPT|;!p4)m(orZA?px?iC_1X3kAUCdg#wM>?Yd5MWAKC!8G-#Lrl}iBCXg2r z&@d?$X^q)q+V>~DeTnjYxjcV=d4Bo%SR5CDxV}^r$3@6u!oTx0I0PBP69&REB5_k_ zFQEtYsH;Py2l9rYD`%Jjeo?|A^qm+09I_ite;1@Dp!>IiiZRs|9rpUKmU35$Q&-9_ zbgkJP>}v(wH2@zVdO=m#tHK{kl_ub;n4G~M;pfiNlT+EXz$%_6V~b2eK~%2V=9`X} z5NwUTr8&*tHT1E+KX@HWX({w*SMwr;Q4gKTje9AU6PN|;ky+7kl?sS6UCHs~$)dME zf7=mX*rfz94Uj(eV`U44k0v(%P|iRc<2v=h1dXDXQ(yyI@*{k*QL{q=NnVIA(;f@@ z!a6^BPaJuLn-gZA!xROszQei_ibkoG<>S+zeqs&KP-S_d;+OL0&0GRxBY*nA!1sR~ z9-LJApu{5zjEjQXN@ct)d!^NG#Pzvde^B(toR=DPy=% zm~m)Q;-2F*roJ@Fvzyj=HVii!!koWlOj;{Q2Zox-7&nR%Ua9J_S&Cz5+YJ9hA=NzF zA1nE3&WdVn=W!R6_!&eLOWVB`An2vKv7PBl_v~IgGN5wb47R+Lx1DmF?M(2jf9k5o zjqGiAOov$^zSp*d+OM0jM<<4jTyayMj-ze1#~;GGp1Q}^G!6P#Ui|0dFnHBC$yuU{ z^V#8toC$l-&_rz{huJTj+8ZRD#KK>MLByvN92h1>$rZM-pp;LluBrJf#CiO|)7^N@ zPtsSq`xq>7hH23Qc1uocUIaPdf7ZyguHNEdNy0S}tL+ilWaGZC?1pmaC)o3?8=IkL z+RfUr7}S3$#AHr#!+!a0w@t0G{KI{*bM>_ek$q>%`Ql0?Y<5Se_xv>lbq|v zphe6uabPtK55K5IL9~}@En`q(3if)Q=Ol)xyz94zH=JP|{t_DF-M12lv2hD5ag|%M zW9*;qeRg~q;lr5aCWW>y@qvw6y~RnE3OWHCd?|N~Uz3ObfAJO=30yn;Gk*VFxY@3A zt#Rc5Znkjz&R;PfZJ?c< z_oEO3ICh-`NLtrYk+!lv(9%X`Es_RBwRV1e&Y4{OMYaG@Gc1Bg-=?TAfnB} zWD!HA(qy4J+lmwwREVqsREX@fpmr6Mz^zuE93T@D-oy!9Mw1ZVx)B!d< z-~^8=@z5&3Mo;SihUb$EBsYKf9Q_H;p}?e+;U9d4yKund2nci@)-xPcfSe7k838~f zwMEn{t`UP_*f6e;gCP+Ut~ra0I61hI@!MlOqv$yvdIREVd5z2y;u>`tIrK&Pt{7T0 z86y&d$>e26QG;NYa9iO_!XxE`bI6reh_?qEWJI_Ka2h_k6w*kmgwTI$_8yOg4M>Wx;f8sow}2WP&}(KCbQys|xXBPEqkYliaf8HZ=nBD+)u4f)yNF~& zv~c5i!$)33he&CFi>`mjM3De&baEo9Q&D|4Kbwo{m3VerUoI!}nbgn4H{Xn&y+io% z7vCwRUb309nX$QIGhwsr?$%Ey-Q6{tKe2hIoZ|Iwo#?XP{S%v-&9oC(u=(=*AWX9h zbFHRm|Iq2W+N0*~eWz)k%P%?%mz}P)%XRml{JiUg>m!!T;{|{Bh$Xvg>8yh}>C$uE zxwCkfez&Xt=PpuT`q}-yQ+(Amb!TTKb=tW+-VF2YP!^qaLq3;hhq<#SHh=BLecBU| z=_cl4_V(TY*?pus-6UwC&8H)3_Aut}9gw2y&zN4qU|I+;&Fk|gLp8unBX1qy>2Vgzxx^MP) zKI_((`Y?<4AbYb(+y8Y6FL!3;`<TP{Hzgt|^x2)z$&rkK$Wc=;?vp84i2q<4-HWwo(SYV_; zT~)+h%w}`wIcM!ild%jJ7o!cUMQT)iJ6~MYi=t3pRNq%WR4?%ZRmTMpTrS1A^IkgC z7)~3RQ4oK+oTWwG;*66hh#+@*_kIbT)sK_e$Lht&NwHA9D50!QtAD=zfq&0FESH~d z|58=glcikDmmlYHRxhjNd^(*}my5}B!23FcDCA^7&Eu4o%CbOqGNVu?Viezh1j1fI z|MlFi=o=8IFrtXhnaud0bG(C^M?f7-lJm0*`U2=4cgwb9$m2-wxVnA(HRSg$@A*XVt#pABTZoXtJk7B zt3NNd$+$HIlG>gED77Cj1=b;md0>(@1Q{ztUgl&62zqEtZh)Xwpk+EP=%SMjCz<1d zMoE7K7_WgH~vgN$haMvFO?;s8Md&LuY>jv8Jo9Gi~|IxnI15Q{;*WR9>Ez*BdR zgVKt*H~=QU!(!aysGL?Z7~9Pf9Bu9IVS0|+Owa!7n4ZHxrf&!yUXJ==It0m=EIxq2 zCLdSnb;3$~zaWmYGAq6#K;F}FohC;a+!243PR5L_0XX?y;1EN4ncZMTj|qL|tl9FF zS=QQbryYN^+N*D`p}ofTn%ZkaTD}KquDZRNd&+}$;}m7*JiHgH z^NX}tLbm2Ips|L=^crlrd7mo+XdBnuJH6UzOe7F2$fV2gl4S1xS42my{ zleAd+oQ~2fe;CkB{r?Fesm1vE5vP9{U^pB!R&b0-lJ9Dt2#!up8q^Yqh*TbX2lm2j zafVU2`fwP|v@Y}BEaubt5u*e4SeWnNfIXTY37!Z}0-1e>#v*5YD?JpAoz~OI#*+Ao zXD~Og{@9c}T!8G#d92=PPo=#pX#-A#drIwHNn;@ChDdV8@q@&@l0Hjq_#J-+g}K%b zEkHJkj$Sd+FIUm2b^cw|h}kJR`LW@vs!o3P7?}3HWE-ZauzF@aNH#!wzzQ=+Hdw66 zd6=xj2JGB0S(LT>zB5GDXW-R#m~6CC<#>oLeTocD|G7^Q6;Dd2bZ}sCoD~WiJx*>$ z8dT_7>Vs{vT4HYr3WrvXiJE^iv}s$3WS~7`iI0I2#`9TY!E0Jen)YMJly2{f{UYO# z`rNjS#{N_5DZkQoAJQRhtFzZOw)!$n56R0HA6N)iK4YN_5qql$o*qY}DztKZL4$Z0 z#(;hV6A{^zdzy;YW_)YGWUgd^IcP03lBLa=dip(}5H0oM+K)=#r>1|0IV*YVezo!L z`ubzo+hnfEP=l)}qrf#N;sH@&!1DYS!{oEM%;4L{*s7^czeGz3Rsi zEww$VEF6tYU%ruX@S1f^F0GYVj?P(z1ztTPTUz|WCPq|?^fMUpP#xnJ?CJ*pOd8&}(niOf#Zdi;LKUw>@uG_3E+Ybo#? zeTXBttQn^SE@ysR2BH8aVumEfpxWaL9xLz>8D=h}$yn>*$C6e~(9tn0Pws5o7Ck1?TS-2hk7$O8-_OBFJ$G|x~E-5zfbFKa$k&o1KWXmpqF6|0TY8zEr(Do0k=>s0xGftH83-m zecu8g12r%+x1iqw&kj*ULP9h{LODe-G($2sIYc!uHbg`@MmRAzH#9LsF*7(mAUs4u zLNr4{IYluvLozoxL^UurL_|48I59XkG%-XmGdMn73NK7$ZfA68AT=^Jm%#1)EhYr|Ije)Eax?m@@ zAyNUl;W)K2sR!o67`4@;1+WlKP-8LH3yWZ!+Dg)5SOQC-4@xSMi~TFY01xwr^N7d( zF`Dz5v&Gg=Vn{FXGj?)NCG$JFFp$R<)6bcP$G9<5mf+0PV`{O=*b?^2>3?jole=M9 zC4VcL#;IU zm*KQZ-`9Be3|xdua0RZyHMkBpU=nW9p2Krdn<>!1xu?!Ob#A9~JDoe}+)2-<43*=# zMwQzyA~mTzeHf`(rFJJ$i+{@B{z$E=*@;MPs^v$KvZ{CMk#eflY^1#EpRq{oY7Ny$ z9csmokvi2Xvyr;grb>|tY7ZtOb*nuYNK1HDNmTDArfZ4k-x9BWC0@@a-t;Ekjwjwt zC2G@&PxlgE-Y34lO#FBp{RSaE4bIo&gW!-oJ_AnLxePu6oVj!6&N-R;sM^mDsa3r$ y{{d0FaC-`6Ze(+Ga%Ev{3T19&Z(?c+b97;Hba--QW(qMmF*!If3MC~)Peux!<9cEM delta 5495 zcmV--6^QEl;R~JO3$XVW0yH+0Ve%<|7|C|yHuBzIpL-_6$@z; zFE(>8%tfo4IsA2Q7ry9>?f&U<_KmtvQ$sCl8tUw zm9mcVz3$d+-!b`atxytVJ%|>6Nn9}N>H!D>M&gTWSt4Jz*UV+37IQBvB5}DU_KO|X z_`p4)E4^Be;sEfbZ_0tQLP!Ud{Mi}FGA)@@Ykr)2X_g7ql#V#4BM>V-rT0(Yw1%#f zX36l4wDxF9s-@bJ16ol8=23t58cfSywyo~m7O1pgVBaj2St_txtsAv}beNB}Q?)}Z zO=}&6Yh6_!ru%Ad7-Iv>OCxL082Ar-(8AaSaT%nGB1-pJJ;uv(5NZk7ck>W*VXQRh zj(J8V8Fe`kvHy)n)>eL0|vvBjT!d~^s$p;ieWDeg^d<>y?f{c>#eMl?4F`QAl>XAW%IUrhV%OD6GS8^eP4)N_EWyIpq*DYAp50f21p#=c`d|4uSk4U%PG4w4LDB^NttTGH?7`pV0}9%s^j=vtar`1$#5Jk+XgU6p+14z+~p z^MGmFPj-5du*k3}(xab8;<&09&YH(HT4wm)u@IwGitA5B=R;0Vh|A~gE&-^qeMe;p zVU$YjlhyU6Qf9J|a;lU=a2>G&H?3=k_SxY+t88nyf+FU-{yp4tag4e8(;*9l;_6J@ z>z6ivfDE`bgU@C_9zfZO`xZJAijFGi1K@Xfpg<#d+pZJ+7+fJlM&SDs)6@+m6UYk* zXqXg>w8rc)?fg^y(FKb4_5Aex`RV!RLvdUL;_6&c92X%=3IER1U=u_Pj~EEch@?%S zyMz|dqoxj#?#UU3rkr64*hK-0(05V*a7b={G+dCHfbKsE3dU4dwBPE#TFLoD>I(Up zt~EP@eM9;F0Kp5I!cG-UvUpo}Qe^t_0TbJQ*8gk_m!x*)~6Pyo69| z>(g`y8YwaP!fBC{1ppnY*JjFNV&s(_!$VUG3g@Nz?I$XG? zbmymo4iD%rE(-1`mGL(0lvca>*5_V-LD_?b$F9eXy2_FlV&Aq>&^gIU|D%SEjNwLM zx}h8|G**xf3^kJxZWLv^Qq^Op6vxoB8UBYds(G+K zRPfWB71i3#;}$CMGYBY_wtFo;&`EV;JJXl$+MRG@K;<3`HvB1XI^{Uqn&9Ps+s0b< zwmYQ6tPnqITSDpA&Dfz6$3`x>rBBDfHrrtk;ayL?<7=u0g*FwX)i}plqKnhn z{xi-5_cSt56UkxrZ_exul1^gbFTx<=T?!5i6Qkr3n^@4wCso(fdKTg|{^03uJmx3q zE4_UTrZ~a0=mEPWr!_Bv9B^ZQaj_)f3W>G$fNZjHuPfV;9J&d1ed~s1=$N*X zb}UAA-ZDjIuK1j^OdTJaMS0sQEp+OJq$c()pAmKw%Z)kEsGAs8sFuXN?O;#4yjX{H$ zVdlVU8t%WRMM1QaYAs_>W(syXp64Wnu)OUz`zM@X9sULM#oLz>hp~1GEOC`vvt#V; z?mRlaGG)0*q3uh&VXc-gUt3(h|I&7QgV|bd-0KtFQ%Y!F?UNju+3~FnyIoUGI^Wpv z?X*7^3fc^usVOs!57om||94yw#tqkLf5WHcg&P|?$4BJ=Zf#efXV+RN;e}Nq2pyuxLgy&762>N>tuWCF z?Syqs=qPN&coNQITnm@{$Qa>W5XK9iv@k(Ln}x|DhD@c&LOQn69#`U_Re+72)&UITlj|cle>jf* zgmEY^DP{NvpW!YXFgXGOorm=dM-?DvgKI_r5J_zjHH&M+!!T?ZSIEJThzZx6MMj() zT*>(D@jRpG`8@On#MAN`nJ2_G>NIlbi}YPFv}iJ(NDL;EmmNh7f?dLGg)@mgPB;f` zS|Q#(DP}~tXgCy+-DpNyC4^qHe+N0xNSFpUyoC;}nFZzvj(S81Hv##uuoH2OPB2di z07`y52B9P6G}2HAcc={Nb3(2_wV;qs4GIO#A%pN6kVZ4B2Eoz>B(;V^%xmBfo^pVw znNjC~7t{+5;nQTaFM2#~5`+=tKB0!{)ie2+H46_^2UIpjrjiW~$Ne_WA?A_3Uw zRhvn* zvz9uoE|0gvd^?myXZ4YfW$Z9__Qd9|^|=pwA~M^?T+H4+7$CckRHxenEwuS?M9m(? z{JjDxy8c{MzuO;}KZId+UldQbwa%)SH}&qekL zt<_~(ZU0h#4w$iaAJ6|$of&Ua;xn+G)$W@;p3m$0GC9oRJ;+{d)AoN=;pM$q`SxDV z>k8zBBA@n%SNHcy#@~ z+(Y+=LUfLTPKno|e|b4wT~PVS$*4K|^kE{JSL5r+sCmAauO{==E%tf}j+)n#+r{1T za&pURuJrsgxtfl@U3?Vh3LOFEOU&kC1O-bxDNt7xv1jx70(#C_JJMty@dYj-~SN_Awu1SWdx=A{O;!F;*emV zpz<;t7qignf3rOvkXo@ElW|DN7db+aDR3yI0|=GAg>c{)Lw!1Na{MRPX!xY{M-&J;*$cM9Nu@flNK6M~or zCTUBMu|ni!PIiExhep)t#|5ndEz@y97oBuC$s89ne@dDm&fxqj;~+sFWK07vTFkK& z2M8K)F1Z15)bLv2*nC{jc?qqDSPbeVbA+t`p6WdgN^9og0GRwe7ULdA<+PT;vvro> zXls8D({tQqdiGz&^c)5_UgK; z@2;V{#_pQBYfDG+7pu))9JO?q6V7KDj1k5lcUJTDjP%Ar z?wQ!Fx-O@yiTv+)er=R-m*d&wX0a*-*rOmaf8d$La#0a^lKE>Q(pa_~80B1$itj12 zl7aP#Pclb$7|}0_yZLH-OHh;9&CTo)A!V%l-d9Kl5Pk4p6OzRS9D0zP!>;JUaY$D! zoSX4-IvXz^50LYSiFF%5*s%D1`KtlaHpyfF1Pi$1JII_Q-v&CYzShLUfNm!LpAwQ< ze~zyoaiS?C2#1X|9AlC+*iOF^9G#prs3#B+R4PFj?1$On90Qm!J^*JnDf8Ye7qiJD zMhEP%Fkj(-J(?d1z7m`SGW&|g0)^$GI1r7UO=i=rCGiE%VQydzvMqVI2)QrkeUwoR zk+cCWX+1#F7%$m-TvCJ50hE4F68nrce^KC=oOjFF<2A@u-O;N@`V}ib3h4a13KDa# z?&SA|FDg9w0_C3usx1e3Dkq)^!BadEp) z+jbJkKzqh?h=CHubF8)CHLWF0`!QrnclX79k#R_U?%Gykf7E))ueCjdbV%Fj?6s|} zzD(Og^77pWHjA~-SSLfo9wvgP#}TOtogClMARdM>pdZ0RL^kD~rlPfdzO!I57qY+{ zbQW64(&kJ({T@(=mU?mRN2Tvmf7`>HmAutoUA${w{~7kSnQJrD;_Anx=rg)ztYeQ| zKOF)wIZU{G0nVYAwWYW=!Wu_Zg-LC{!IaSJew@-$*OSV^(aQAYTNwwhS=QvzT8ZW8 z+&N(8)ibiC#V_n(M1=^)@?ysDdo`ZQHbW04d5Myh9#$MR$AUd(^th}`e@3m0)Ejbn zA3`4BEJ=@3$%ZmT7EjqoJ&{r61lF?cu9J_{CblsyR>iZ0LF zKyC#bh7CWDtKG&#W~XgEet*ti|JhhIZ0^dNDexS9h$FbH8K(p;XMSh~q5vjhh9t(J zTNw~hFduk5cB#zBpri;Qe@Df9D#kdrJ~?h7s?4O^@tM(NXVwiKVj6F6eMIEW| zMA2tf`>gRb`!UCvDa;BmBp!)s?2SC!7FX8E8vfV-rKQ>5ySBH(f3sb&P}YF9-79La zBe#<6N>|!c^3=90BYat5+P0M_u9~t2wrvk&Yb|CnA>g>qJO%Qp%rS3@q-HKWb~V^3 z8TF+NtsaygA#oMJVVmSmg%A-7Gn~ooa#w&lPU29iPbvsy!V*HexwWRs#1CZ&FH2Y7 z)je%5WaZSlr(H+C3{UGixi3b)0pAjPotF`?0uzHREr%^F0k|YCP;bZ>ceB!ZxjOP5z z*<#yFVn}c0&)CT}mE4c$!ayEdOh0ED9^=MLS%NcDkEz8fV@ud8r+>4>PWC{TN;V!% z<5UmBQ8*4Kpbz?C00vqvQ(*%y&2RezQSBUPyuCL&d