{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8cf9a058",
   "metadata": {},
   "source": [
    "# Week 4 Lab: Associative Learning Models\n",
    "\n",
    "This week formalizes how organisms learn predictive relationships between events.\n",
    "The lab implements two associative-learning models as **recursive update rules**,\n",
    "where the state at trial $t$ feeds into trial $t+1$:\n",
    "\n",
    "- **Part 1 - Rescorla-Wagner.** Learning is driven by prediction error:\n",
    "  $$\\Delta V_i = \\alpha_i\\,\\beta\\,(\\lambda - V_{total}), \\qquad V_{total} = \\sum_i V_i$$\n",
    "  Use it to reproduce acquisition, blocking, overshadowing, overexpectation, and\n",
    "  conditioned inhibition.\n",
    "- **Part 2 - Mackintosh (1975).** Extends prediction-error learning with a dynamic\n",
    "  *associability* (attention) term that itself updates across trials.\n",
    "\n",
    "Code cells are left blank for you to fill in. Both models are pure simulations -\n",
    "no data files are needed for Part 1."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "705a2bda",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "Import `numpy`, `pandas`, `matplotlib`, and `seaborn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7f3e4e8a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-30T18:55:26.073609Z",
     "iopub.status.busy": "2026-06-30T18:55:26.073476Z",
     "iopub.status.idle": "2026-06-30T18:55:26.660741Z",
     "shell.execute_reply": "2026-06-30T18:55:26.660277Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style='whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7665b9bf",
   "metadata": {},
   "source": [
    "## Part 1: The Rescorla-Wagner Model\n",
    "\n",
    "### Task 1: Implement the update rule and simulate acquisition\n",
    "\n",
    "Write a function that takes a list of trials - each trial is the set of stimuli present plus the US asymptote `lambda` (1.0 when the US occurs, 0.0 when it does not) - and applies the Rescorla-Wagner rule $\\Delta V_i = \\alpha_i\\,\\beta\\,(\\lambda - V_{total})$, where $V_{total}$ sums associative strengths over the stimuli present on that trial. Use it to simulate simple acquisition of a single CS and plot $V$ across trials."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b0bc159e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-30T18:55:26.662040Z",
     "iopub.status.busy": "2026-06-30T18:55:26.661945Z",
     "iopub.status.idle": "2026-06-30T18:55:26.710091Z",
     "shell.execute_reply": "2026-06-30T18:55:26.709582Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final V_A = 0.992\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rescorla_wagner(trials, alpha_A=0.5, alpha_B=0.5, beta=0.3):\n",
    "    \"\"\"Simulate the Rescorla-Wagner model for up to two stimuli, A and B.\n",
    "\n",
    "    trials  : a list of trials. Each trial is written as (present, lam) where\n",
    "              'present' is a list of the stimuli shown, like ['A'] or ['A', 'B'],\n",
    "              and 'lam' (lambda) is 1.0 if the US happened or 0.0 if it did not.\n",
    "    alpha_A : how noticeable stimulus A is (its salience), a number from 0 to 1\n",
    "    alpha_B : how noticeable stimulus B is\n",
    "    beta    : how quickly the US supports learning\n",
    "    Returns a table (DataFrame) with the strengths V_A and V_B on every trial.\n",
    "    \"\"\"\n",
    "    # Association strengths. Each starts at 0 (the animal has learned nothing yet).\n",
    "    V_A = 0.0\n",
    "    V_B = 0.0\n",
    "\n",
    "    # We'll build three lists, one value per trial, then turn them into a table.\n",
    "    trial_numbers = []\n",
    "    V_A_history = []\n",
    "    V_B_history = []\n",
    "\n",
    "    trial_number = 0\n",
    "    for trial in trials:\n",
    "        trial_number = trial_number + 1\n",
    "        present = trial[0]   # the stimuli shown this trial, e.g. ['A'] or ['A', 'B']\n",
    "        lam = trial[1]       # 1.0 if the US occurred this trial, otherwise 0.0\n",
    "\n",
    "        # V_total = how strongly the US is expected, adding up only the\n",
    "        # stimuli that are actually present on this trial.\n",
    "        V_total = 0.0\n",
    "        if 'A' in present:\n",
    "            V_total = V_total + V_A\n",
    "        if 'B' in present:\n",
    "            V_total = V_total + V_B\n",
    "\n",
    "        # Prediction error: how surprising the US was, given what was expected.\n",
    "        prediction_error = lam - V_total\n",
    "\n",
    "        # Every stimulus that is present takes a step toward predicting the US.\n",
    "        # The step size depends on that stimulus's salience (alpha) and beta.\n",
    "        if 'A' in present:\n",
    "            V_A = V_A + alpha_A * beta * prediction_error\n",
    "        if 'B' in present:\n",
    "            V_B = V_B + alpha_B * beta * prediction_error\n",
    "\n",
    "        # Save this trial's numbers so we can plot them afterward.\n",
    "        trial_numbers.append(trial_number)\n",
    "        V_A_history.append(V_A)\n",
    "        V_B_history.append(V_B)\n",
    "\n",
    "    # Put the three lists together into a table with one row per trial.\n",
    "    return pd.DataFrame({'trial': trial_numbers, 'V_A': V_A_history, 'V_B': V_B_history})\n",
    "\n",
    "# Simple acquisition: one CS (A), US present every trial.\n",
    "# [(['A'], 1.0)] * 30 means \"a list holding 30 copies of the trial (['A'], 1.0)\".\n",
    "acq = rescorla_wagner([(['A'], 1.0)] * 30, alpha_A=0.5)\n",
    "print(\"Final V_A =\", round(acq['V_A'].iloc[-1], 3))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "ax.plot(acq['trial'], acq['V_A'], marker='o', ms=3)\n",
    "ax.axhline(1.0, color='red', ls='--', alpha=0.5, label='lambda (asymptote)')\n",
    "ax.set_xlabel('Trial'); ax.set_ylabel('Associative strength V'); ax.set_title('Rescorla-Wagner: Acquisition')\n",
    "ax.legend(); sns.despine(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94864283",
   "metadata": {},
   "source": [
    "### Task 2: Reproduce blocking, overshadowing, overexpectation, and conditioned inhibition\n",
    "\n",
    "Each phenomenon falls out of the shared prediction-error term $(\\lambda - V_{total})$. Build the trial schedules and confirm the signatures:\n",
    "\n",
    "- **Blocking:** train A->US alone, then AB->US. B barely learns ($V_B \\approx 0$).\n",
    "- **Overshadowing:** train AB->US with $\\alpha_A > \\alpha_B$. A captures more of $\\lambda$.\n",
    "- **Overexpectation:** train A->US and B->US separately to asymptote, then AB->US together. Both $V$ values *decrease* because $V_{total} \\approx 2\\lambda$ overpredicts.\n",
    "- **Conditioned inhibition:** interleave A->US with AB->no US. B acquires *negative* strength."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "67982fc1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-30T18:55:26.711077Z",
     "iopub.status.busy": "2026-06-30T18:55:26.711018Z",
     "iopub.status.idle": "2026-06-30T18:55:26.851585Z",
     "shell.execute_reply": "2026-06-30T18:55:26.851189Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blocking      : V_B final  = 0.019 (blocked -> near 0)\n",
      "Overshadowing : V_A= 0.75  V_B= 0.25\n",
      "Overexpect.   : V_A pre-compound = 0.961  -> final = 0.5\n",
      "Cond. inhib.  : V_B final  = -0.911 (negative)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1400x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Blocking: A -> US (x20), then AB -> US (x20)\n",
    "blocking = rescorla_wagner([(['A'], 1.0)] * 20 + [(['A', 'B'], 1.0)] * 20, alpha_A=0.5, alpha_B=0.5)\n",
    "\n",
    "# Overshadowing: AB -> US with CS1 more salient than CS2\n",
    "overshadow = rescorla_wagner([(['A', 'B'], 1.0)] * 30, alpha_A=0.6, alpha_B=0.2)\n",
    "\n",
    "# Overexpectation: A->US and B->US separately (x20 each, interleaved), then AB->US together (x20)\n",
    "overexp = rescorla_wagner([(['A'], 1.0), (['B'], 1.0)] * 20 + [(['A', 'B'], 1.0)] * 20,\n",
    "                          alpha_A=0.5, alpha_B=0.5)\n",
    "\n",
    "# Conditioned inhibition: A->US interleaved with AB->no US\n",
    "condinhib = rescorla_wagner([(['A'], 1.0), (['A', 'B'], 0.0)] * 40, alpha_A=0.5, alpha_B=0.5)\n",
    "\n",
    "print(\"Blocking      : V_B final  =\", round(blocking['V_B'].iloc[-1], 3), \"(blocked -> near 0)\")\n",
    "print(\"Overshadowing : V_A=\", round(overshadow['V_A'].iloc[-1], 3),\n",
    "      \" V_B=\", round(overshadow['V_B'].iloc[-1], 3))\n",
    "print(\"Overexpect.   : V_A pre-compound =\", round(overexp['V_A'].iloc[39], 3),\n",
    "      \" -> final =\", round(overexp['V_A'].iloc[-1], 3))\n",
    "print(\"Cond. inhib.  : V_B final  =\", round(condinhib['V_B'].iloc[-1], 3), \"(negative)\")\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 9))\n",
    "axes[0,0].plot(blocking['trial'], blocking['V_A'], label='V_A'); axes[0,0].plot(blocking['trial'], blocking['V_B'], label='V_B')\n",
    "axes[0,0].axvline(20, color='gray', ls='--', alpha=0.5); axes[0,0].set_title('Blocking'); axes[0,0].legend()\n",
    "axes[0,1].plot(overshadow['trial'], overshadow['V_A'], label='V_A (alpha=0.6)'); axes[0,1].plot(overshadow['trial'], overshadow['V_B'], label='V_B (alpha=0.2)')\n",
    "axes[0,1].set_title('Overshadowing'); axes[0,1].legend()\n",
    "axes[1,0].plot(overexp['trial'], overexp['V_A'], label='V_A'); axes[1,0].plot(overexp['trial'], overexp['V_B'], label='V_B')\n",
    "axes[1,0].axvline(40, color='gray', ls='--', alpha=0.5); axes[1,0].set_title('Overexpectation'); axes[1,0].legend()\n",
    "axes[1,1].plot(condinhib['trial'], condinhib['V_A'], label='V_A (excitor)'); axes[1,1].plot(condinhib['trial'], condinhib['V_B'], label='V_B (inhibitor)')\n",
    "axes[1,1].axhline(0, color='black', lw=0.8); axes[1,1].set_title('Conditioned Inhibition'); axes[1,1].legend()\n",
    "for ax in axes.flat: ax.set_xlabel('Trial'); ax.set_ylabel('V')\n",
    "plt.tight_layout(); sns.despine(); plt.show()"
   ]
  },
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   "cell_type": "markdown",
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    "## Part 2: The Mackintosh Model (Recursive Associability)\n",
    "\n",
    "### Task 3: Implement the model\n",
    "\n",
    "The Mackintosh (1975) model adds a dynamic *associability* term: a stimulus that predicts the US better than its competitors gains attention (its $\\alpha$ rises), while a poorer predictor loses it. Implement the update rules for association strength $V$ and associability $\\alpha$, then write simulation functions for (a) basic conditioning, (b) overshadowing (two CSs with different initial associability), and (c) blocking (CS1 trained alone, then CS1+CS2)."
   ]
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    "# --- The Mackintosh (1975) model, built from two small, well-documented rules ---\n",
    "#\n",
    "# Rather than wrapping everything in a class, we write a few simple functions.\n",
    "# Each function does ONE clear job: it takes some numbers in and returns a number.\n",
    "# The simulation functions then call these helpers inside a loop, one trial at a time.\n",
    "#\n",
    "# Two quantities change across trials:\n",
    "#   V     = association strength (how strongly a CS predicts the US)\n",
    "#   alpha = associability        (how much \"attention\" a CS gets)\n",
    "#\n",
    "# IMPORTANT (this is what makes Mackintosh different from Rescorla-Wagner, and it\n",
    "# matches the Week 4 chapter): each CS learns from its OWN prediction error\n",
    "# (lambda - V_CS), NOT from the summed compound (lambda - sum of all V). The\n",
    "# competition between stimuli happens through the attention rule below, not\n",
    "# through a shared error term.\n",
    "#\n",
    "# pandas (pd) was already imported in the Setup cell, so we can use it here.\n",
    "\n",
    "\n",
    "def delta_V(alpha, V_self, lambda_val, theta):\n",
    "    \"\"\"Return how much one CS's association strength changes on a single trial.\n",
    "\n",
    "    Chapter rule:  delta V_CS = alpha_CS * beta * (lambda - V_CS)\n",
    "    Here 'theta' plays the role of the US learning rate 'beta' from the chapter.\n",
    "\n",
    "    The piece (lambda - V_self) is this CS's OWN \"surprise\": how far the actual\n",
    "    US (lambda) is from what THIS stimulus alone currently predicts (V_self).\n",
    "    A bigger surprise produces a bigger change; alpha and theta scale it.\n",
    "    \"\"\"\n",
    "    own_surprise = lambda_val - V_self\n",
    "    return alpha * theta * own_surprise\n",
    "\n",
    "\n",
    "def updated_alpha(alpha, V_self, V_other, lambda_val, theta):\n",
    "    \"\"\"Return the new associability (attention) for one CS.\n",
    "\n",
    "    Chapter rule: a CS that predicts the US BETTER than its competitor earns\n",
    "    more attention; a worse predictor loses attention. \"Better predictor\" means\n",
    "    a SMALLER error (its V is closer to lambda).\n",
    "\n",
    "      - error_self  = how wrong THIS CS's prediction is   = |lambda - V_self|\n",
    "      - error_other = how wrong the OTHER CS's prediction is = |lambda - V_other|\n",
    "\n",
    "    If this CS is the better predictor (error_self < error_other), then\n",
    "    (error_other - error_self) is positive, so we ADD a positive amount and\n",
    "    alpha goes UP. If it is the worse predictor, alpha goes DOWN. That is exactly\n",
    "    the direction the chapter describes.\n",
    "\n",
    "    (For a single CS with no competitor we pass V_other = 0, i.e. \"nothing else\n",
    "    predicts the US,\" so a CS that comes to predict the US gains attention.)\n",
    "    \"\"\"\n",
    "    error_self = abs(lambda_val - V_self)\n",
    "    error_other = abs(lambda_val - V_other)\n",
    "    return alpha + theta * (error_other - error_self)\n",
    "\n",
    "\n",
    "def clamp(value, low=0.01, high=1.0):\n",
    "    \"\"\"Keep a number from drifting outside a sensible range.\n",
    "\n",
    "    Associability should stay between 'low' and 'high'. min/max do the work:\n",
    "      - min(high, value) makes sure we never go above 'high'\n",
    "      - max(low, ...)     makes sure we never go below 'low'\n",
    "    \"\"\"\n",
    "    return max(low, min(high, value))\n",
    "\n",
    "\n",
    "def simulate_basic_conditioning(trials=25, alpha_init=0.5, theta=0.3, lambda_val=1.0):\n",
    "    \"\"\"Simplest case: ONE CS paired with the US on every trial.\n",
    "\n",
    "    We start with no learning (V = 0) and watch V climb toward lambda while the\n",
    "    CS, now a reliable predictor, gradually gains attention (alpha rises).\n",
    "    \"\"\"\n",
    "    alpha = alpha_init   # current attention to the CS\n",
    "    V = 0.0              # current association strength (starts at zero)\n",
    "\n",
    "    # Build one list per quantity, adding a value each trial.\n",
    "    trial_numbers = []\n",
    "    V_history = []\n",
    "    alpha_history = []\n",
    "\n",
    "    for trial_number in range(1, trials + 1):\n",
    "        # Move V a step toward lambda. With one CS, \"V_self\" is just V.\n",
    "        change = delta_V(alpha, V, lambda_val, theta)\n",
    "        V = V + change\n",
    "\n",
    "        # Update attention. There is no competing CS, so the \"other\"\n",
    "        # prediction is 0.0 (nothing else predicts the US).\n",
    "        alpha = updated_alpha(alpha, V, 0.0, lambda_val, theta)\n",
    "        alpha = clamp(alpha)\n",
    "\n",
    "        trial_numbers.append(trial_number)\n",
    "        V_history.append(V)\n",
    "        alpha_history.append(alpha)\n",
    "\n",
    "    return pd.DataFrame({'trial': trial_numbers, 'V': V_history, 'alpha': alpha_history})\n",
    "\n",
    "\n",
    "def simulate_overshadowing(trials=30, alpha1_init=0.8, alpha2_init=0.3, theta=0.3, lambda_val=1.0):\n",
    "    \"\"\"Two CSs presented TOGETHER. The more salient CS overshadows the other.\n",
    "\n",
    "    CS1 starts with more attention, so it learns faster, becomes the better\n",
    "    predictor, and the attention rule then pushes alpha1 up and alpha2 down --\n",
    "    so CS2 falls further behind. That widening gap is overshadowing.\n",
    "    \"\"\"\n",
    "    alpha1 = alpha1_init   # attention to CS1\n",
    "    alpha2 = alpha2_init   # attention to CS2\n",
    "    V1 = 0.0               # association strength of CS1\n",
    "    V2 = 0.0               # association strength of CS2\n",
    "\n",
    "    trial_numbers = []\n",
    "    V1_history = []\n",
    "    V2_history = []\n",
    "    alpha1_history = []\n",
    "    alpha2_history = []\n",
    "\n",
    "    for trial_number in range(1, trials + 1):\n",
    "        # Each CS changes based on ITS OWN prediction error (not the sum).\n",
    "        change1 = delta_V(alpha1, V1, lambda_val, theta)\n",
    "        change2 = delta_V(alpha2, V2, lambda_val, theta)\n",
    "        V1 = V1 + change1\n",
    "        V2 = V2 + change2\n",
    "\n",
    "        # Update each CS's attention by comparing it against the OTHER CS.\n",
    "        alpha1 = clamp(updated_alpha(alpha1, V1, V2, lambda_val, theta))\n",
    "        alpha2 = clamp(updated_alpha(alpha2, V2, V1, lambda_val, theta))\n",
    "\n",
    "        trial_numbers.append(trial_number)\n",
    "        V1_history.append(V1)\n",
    "        V2_history.append(V2)\n",
    "        alpha1_history.append(alpha1)\n",
    "        alpha2_history.append(alpha2)\n",
    "\n",
    "    return pd.DataFrame({'trial': trial_numbers,\n",
    "                         'V1': V1_history, 'V2': V2_history,\n",
    "                         'alpha1': alpha1_history, 'alpha2': alpha2_history})\n",
    "\n",
    "\n",
    "def simulate_blocking(trials=40, alpha_init=0.5, theta=0.3, lambda_val=1.0):\n",
    "    \"\"\"Blocking happens in TWO phases:\n",
    "\n",
    "      Phase 1 (trials 1-20):  CS1 alone -> US.   CS1 learns to predict the US.\n",
    "      Phase 2 (trials 21-40): CS1 + CS2 -> US.\n",
    "\n",
    "    In Mackintosh's model the blocking is driven by ATTENTION. Entering Phase 2,\n",
    "    CS1 already predicts the US well (small error) while new CS2 does not (large\n",
    "    error). The attention rule drives alpha2 down quickly, so CS2 barely learns.\n",
    "    \"\"\"\n",
    "    alpha1 = alpha_init\n",
    "    alpha2 = alpha_init\n",
    "    V1 = 0.0\n",
    "    V2 = 0.0\n",
    "\n",
    "    trial_numbers = []\n",
    "    V1_history = []\n",
    "    V2_history = []\n",
    "    alpha1_history = []\n",
    "    alpha2_history = []\n",
    "\n",
    "    for trial_number in range(1, trials + 1):\n",
    "        if trial_number <= 20:\n",
    "            # Phase 1: only CS1 is present, so only CS1 changes.\n",
    "            change1 = delta_V(alpha1, V1, lambda_val, theta)\n",
    "            V1 = V1 + change1\n",
    "            alpha1 = clamp(updated_alpha(alpha1, V1, 0.0, lambda_val, theta))\n",
    "        else:\n",
    "            # Phase 2: CS1 and CS2 together; each still uses its OWN error.\n",
    "            change1 = delta_V(alpha1, V1, lambda_val, theta)\n",
    "            change2 = delta_V(alpha2, V2, lambda_val, theta)\n",
    "            V1 = V1 + change1\n",
    "            V2 = V2 + change2\n",
    "            alpha1 = clamp(updated_alpha(alpha1, V1, V2, lambda_val, theta))\n",
    "            alpha2 = clamp(updated_alpha(alpha2, V2, V1, lambda_val, theta))\n",
    "\n",
    "        trial_numbers.append(trial_number)\n",
    "        V1_history.append(V1)\n",
    "        V2_history.append(V2)\n",
    "        alpha1_history.append(alpha1)\n",
    "        alpha2_history.append(alpha2)\n",
    "\n",
    "    return pd.DataFrame({'trial': trial_numbers,\n",
    "                         'V1': V1_history, 'V2': V2_history,\n",
    "                         'alpha1': alpha1_history, 'alpha2': alpha2_history})"
   ]
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   "source": [
    "### Task 4: Run the simulations and visualize\n",
    "\n",
    "Run each simulation across a range of learning rates (theta), combine the results, and plot association strength and associability over trials. Confirm the expected signatures: overshadowing (CS1 gains more $V$ than CS2) and blocking (CS2 shows minimal learning in Phase 2)."
   ]
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      "text/plain": [
       "<Figure size 1500x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overshadowing - final association strengths:\n",
      "  theta = 0.1 : V1 = 0.951  V2 = 0.228\n",
      "  theta = 0.2 : V1 = 0.999  V2 = 0.251\n",
      "  theta = 0.3 : V1 = 1.0  V2 = 0.276\n",
      "  theta = 0.4 : V1 = 1.0  V2 = 0.301\n",
      "  theta = 0.5 : V1 = 1.0  V2 = 0.326\n",
      "\n",
      "Blocking - final CS2 strength (should stay low):\n",
      "  theta = 0.1 : V2 = 0.191\n",
      "  theta = 0.2 : V2 = 0.212\n",
      "  theta = 0.3 : V2 = 0.254\n",
      "  theta = 0.4 : V2 = 0.309\n",
      "  theta = 0.5 : V2 = 0.358\n"
     ]
    }
   ],
   "source": [
    "# Run each simulation across a range of learning rates (theta) and plot the\n",
    "# results. A bigger theta means faster learning.\n",
    "# (The shared mackintosh_model_data.csv is generated by the instructor\n",
    "#  data-creation notebook; here we just simulate and plot.)\n",
    "learning_rates = [0.1, 0.2, 0.3, 0.4, 0.5]\n",
    "\n",
    "# A 3-row, 2-column grid of plots: one row per phenomenon, V on the left and\n",
    "# associability (alpha) on the right.\n",
    "fig, axes = plt.subplots(3, 2, figsize=(15, 12))\n",
    "\n",
    "# Row 1: basic conditioning. One line per learning rate.\n",
    "for theta in learning_rates:\n",
    "    result = simulate_basic_conditioning(theta=theta)\n",
    "    label = \"theta = \" + str(theta)\n",
    "    axes[0, 0].plot(result['trial'], result['V'], label=label)\n",
    "    axes[0, 1].plot(result['trial'], result['alpha'], label=label)\n",
    "\n",
    "# Row 2: overshadowing. CS1 (solid) starts more salient than CS2 (dashed).\n",
    "for theta in learning_rates:\n",
    "    result = simulate_overshadowing(theta=theta)\n",
    "    axes[1, 0].plot(result['trial'], result['V1'], linestyle='-')\n",
    "    axes[1, 0].plot(result['trial'], result['V2'], linestyle='--')\n",
    "    axes[1, 1].plot(result['trial'], result['alpha1'], linestyle='-')\n",
    "    axes[1, 1].plot(result['trial'], result['alpha2'], linestyle='--')\n",
    "\n",
    "# Row 3: blocking. CS1 (solid) is trained first; CS2 (dotted) is added at trial 21.\n",
    "for theta in learning_rates:\n",
    "    result = simulate_blocking(theta=theta)\n",
    "    axes[2, 0].plot(result['trial'], result['V1'], linestyle='-')\n",
    "    axes[2, 0].plot(result['trial'], result['V2'], linestyle=':')\n",
    "    axes[2, 1].plot(result['trial'], result['alpha1'], linestyle='-')\n",
    "    axes[2, 1].plot(result['trial'], result['alpha2'], linestyle=':')\n",
    "axes[2, 0].axvline(20, color='gray', alpha=0.4)   # Phase 2 starts here\n",
    "axes[2, 1].axvline(20, color='gray', alpha=0.4)\n",
    "\n",
    "# Titles, axis labels, and legends.\n",
    "axes[0, 0].set_title('Basic Conditioning: Association Strength (V)')\n",
    "axes[0, 1].set_title('Basic Conditioning: Associability (alpha)')\n",
    "axes[1, 0].set_title('Overshadowing: V (solid = CS1, dashed = CS2)')\n",
    "axes[1, 1].set_title('Overshadowing: alpha (solid = CS1, dashed = CS2)')\n",
    "axes[2, 0].set_title('Blocking: V (solid = CS1, dotted = CS2)')\n",
    "axes[2, 1].set_title('Blocking: alpha (solid = CS1, dotted = CS2)')\n",
    "for ax in axes.flat:\n",
    "    ax.set_xlabel('Trial')\n",
    "    ax.set_ylabel('Value')\n",
    "axes[0, 0].legend()\n",
    "axes[0, 1].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print the final numbers so we can check the expected signatures.\n",
    "# Overshadowing: CS1 should end up much stronger than CS2.\n",
    "print(\"Overshadowing - final association strengths:\")\n",
    "for theta in learning_rates:\n",
    "    result = simulate_overshadowing(theta=theta)\n",
    "    V1_final = round(result['V1'].iloc[-1], 3)\n",
    "    V2_final = round(result['V2'].iloc[-1], 3)\n",
    "    print(\"  theta =\", theta, \": V1 =\", V1_final, \" V2 =\", V2_final)\n",
    "\n",
    "# Blocking: CS2 should stay low because CS1 already predicts the US.\n",
    "print()\n",
    "print(\"Blocking - final CS2 strength (should stay low):\")\n",
    "for theta in learning_rates:\n",
    "    result = simulate_blocking(theta=theta)\n",
    "    V2_final = round(result['V2'].iloc[-1], 3)\n",
    "    print(\"  theta =\", theta, \": V2 =\", V2_final)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bb9a399",
   "metadata": {},
   "source": [
    "## Wrap-up\n",
    "\n",
    "Compare the two models. The Rescorla-Wagner model explains blocking, overshadowing, overexpectation, and conditioned inhibition entirely through a shared prediction-error term with *fixed* saliences. What does the Mackintosh model add by letting associability change across trials, and which phenomena motivate that addition? Where in each update rule does the recursive structure $X(t+1) = f(X(t), I(t))$ appear?"
   ]
  }
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