diff --git a/package-lock.json b/package-lock.json
index 0d96f7d..ff34c43 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -6,6 +6,7 @@
         "": {
             "dependencies": {
                 "@inertiajs/vue3": "^2.3.7",
+                "@lucide/vue": "^1.43.0",
                 "@vee-validate/zod": "^4.15.1",
                 "@vueuse/core": "^12.8.2",
                 "chart.js": "^4.5.1",
@@ -14,7 +15,7 @@
                 "laravel-vite-plugin": "^2.0.0",
                 "lucide-vue-next": "^0.468.0",
                 "radix-ui": "^1.4.3",
-                "reka-ui": "^2.9.2",
+                "reka-ui": "^2.10.4",
                 "tailwind-merge": "^3.2.0",
                 "tailwindcss": "^4.1.1",
                 "tw-animate-css": "^1.2.5",
@@ -925,6 +926,15 @@
             "integrity": "sha512-yZYIr1iwuCQ7LFI+GsJk9vacw1HWMp3ZlDlW0pdfz3zXyKeu4US7oH79KmQQ031L0cYaSyaUMo/Ha1D4BosKqw==",
             "dev": true
         },
+        "node_modules/@lucide/vue": {
+            "version": "1.43.0",
+            "resolved": "https://registry.npmjs.org/@lucide/vue/-/vue-1.43.0.tgz",
+            "integrity": "sha512-Asq2HozXp4s7JxQVTVVeMo6WINVsJr477uNOafM3Qft1K1aDbbgkVuCP3X37UZXcVB4rEGXaIM//04Ndi2GJfQ==",
+            "license": "ISC",
+            "peerDependencies": {
+                "vue": ">=3.0.1"
+            }
+        },
         "node_modules/@napi-rs/wasm-runtime": {
             "version": "0.2.12",
             "resolved": "https://registry.npmjs.org/@napi-rs/wasm-runtime/-/wasm-runtime-0.2.12.tgz",
@@ -3830,6 +3840,7 @@
             "version": "12.8.2",
             "resolved": "https://registry.npmjs.org/@vueuse/core/-/core-12.8.2.tgz",
             "integrity": "sha512-HbvCmZdzAu3VGi/pWYm5Ut+Kd9mn1ZHnn4L5G8kOQTPs/IwIAmJoBrmYk2ckLArgMXZj0AW3n5CAejLUO+PhdQ==",
+            "license": "MIT",
             "dependencies": {
                 "@types/web-bluetooth": "^0.0.21",
                 "@vueuse/metadata": "12.8.2",
@@ -4490,9 +4501,10 @@
             }
         },
         "node_modules/defu": {
-            "version": "6.1.4",
-            "resolved": "https://registry.npmjs.org/defu/-/defu-6.1.4.tgz",
-            "integrity": "sha512-mEQCMmwJu317oSz8CwdIOdwf3xMif1ttiM8LTufzc3g6kR+9Pe236twL8j3IYT1F7GfRgGcW6MWxzZjLIkuHIg=="
+            "version": "6.1.7",
+            "resolved": "https://registry.npmjs.org/defu/-/defu-6.1.7.tgz",
+            "integrity": "sha512-7z22QmUWiQ/2d0KkdYmANbRUVABpZ9SNYyH5vx6PZ+nE5bcC0l7uFvEfHlyld/HcGBFTL536ClDt3DEcSlEJAQ==",
+            "license": "MIT"
         },
         "node_modules/delayed-stream": {
             "version": "1.0.0",
@@ -7386,9 +7398,10 @@
             }
         },
         "node_modules/reka-ui": {
-            "version": "2.9.2",
-            "resolved": "https://registry.npmjs.org/reka-ui/-/reka-ui-2.9.2.tgz",
-            "integrity": "sha512-/t4e6y1hcG+uDuRfpg6tbMz3uUEvRzNco6NeYTufoJeUghy5Iosxos5YL/p+ieAsid84sdMX9OrgDqpEuCJhBw==",
+            "version": "2.10.4",
+            "resolved": "https://registry.npmjs.org/reka-ui/-/reka-ui-2.10.4.tgz",
+            "integrity": "sha512-kbS5GAbkHkYj0EVKAg5ZPEPndhBjeUFSa1Aq5m5ftQwyHnB1v5tw8X6fcwfKH/ry3StPXblMWM1DW82MVS71cw==",
+            "license": "MIT",
             "dependencies": {
                 "@floating-ui/dom": "^1.6.13",
                 "@floating-ui/vue": "^1.1.6",
@@ -7398,7 +7411,7 @@
                 "@vueuse/core": "^14.1.0",
                 "@vueuse/shared": "^14.1.0",
                 "aria-hidden": "^1.2.4",
-                "defu": "^6.1.4",
+                "defu": "^6.1.5",
                 "ohash": "^2.0.11"
             },
             "funding": {
diff --git a/package.json b/package.json
index 8b0ee51..71d1c48 100644
--- a/package.json
+++ b/package.json
@@ -37,6 +37,7 @@
     },
     "dependencies": {
         "@inertiajs/vue3": "^2.3.7",
+        "@lucide/vue": "^1.43.0",
         "@vee-validate/zod": "^4.15.1",
         "@vueuse/core": "^12.8.2",
         "chart.js": "^4.5.1",
@@ -45,7 +46,7 @@
         "laravel-vite-plugin": "^2.0.0",
         "lucide-vue-next": "^0.468.0",
         "radix-ui": "^1.4.3",
-        "reka-ui": "^2.9.2",
+        "reka-ui": "^2.10.4",
         "tailwind-merge": "^3.2.0",
         "tailwindcss": "^4.1.1",
         "tw-animate-css": "^1.2.5",
diff --git a/resources/js/components/IterationTable.vue b/resources/js/components/IterationTable.vue
index b03cea3..b3f381e 100644
--- a/resources/js/components/IterationTable.vue
+++ b/resources/js/components/IterationTable.vue
@@ -40,15 +40,16 @@ const rowBgDark = computed(() => {
 <template>
     <table class="table w-full border-collapse border border-gray-300">
         <tr class="text-left" v-if="props.iterations.length > 0">
-            <th>Époch</th>
-            <th>Exemple</th>
+            <th class="sticky top-0 z-10 bg-background">Époch</th>
+            <th class="sticky top-0 z-10 bg-background">Exemple</th>
             <th
                 v-for="(weight, index) in displayedWeights"
                 v-bind:key="index"
+                class="sticky top-0 z-10 bg-background"
             >
                 X<sub>{{ index }}</sub>
             </th>
-            <th>Erreur</th>
+            <th class="sticky top-0 z-10 bg-background">Erreur</th>
         </tr>
         <tr
             v-for="(iteration, index) in props.iterations"
diff --git a/resources/js/components/ui/scroll-area/ScrollArea.vue b/resources/js/components/ui/scroll-area/ScrollArea.vue
new file mode 100644
index 0000000..f332402
--- /dev/null
+++ b/resources/js/components/ui/scroll-area/ScrollArea.vue
@@ -0,0 +1,168 @@
+<script setup lang="ts">
+import type { ScrollAreaRootProps } from "reka-ui"
+import { onBeforeUnmount, onMounted, ref, toRef, type HTMLAttributes } from "vue"
+import { reactiveOmit, useScroll } from "@vueuse/core"
+import {
+  ScrollAreaCorner,
+  ScrollAreaRoot,
+  ScrollAreaViewport,
+} from "reka-ui"
+import { cn } from "@/lib/utils"
+import ScrollBar from "./ScrollBar.vue"
+
+const props = defineProps<ScrollAreaRootProps & { class?: HTMLAttributes["class"], keepBottom?: boolean }>()
+
+const delegatedProps = reactiveOmit(props, "class")
+
+const scrollAreaRootRef = ref<{ viewport: HTMLElement } | null>(null)
+const { arrivedState } = useScroll(() => scrollAreaRootRef.value?.viewport)
+const bottom = toRef(arrivedState, 'bottom')
+const isFollowingBottom = ref(props.keepBottom ?? false)
+let isAutoScrolling = false
+let mutationObserver: MutationObserver | null = null
+let resizeObserver: ResizeObserver | null = null
+let followFrame: number | null = null
+let previousScrollTop = 0
+
+const getViewport = () => scrollAreaRootRef.value?.viewport
+const isNearBottom = () => {
+  const viewport = getViewport()
+
+  return viewport ? viewport.scrollHeight - viewport.scrollTop - viewport.clientHeight <= 4 : true
+}
+const handleScroll = () => {
+  const viewport = getViewport()
+  if (!viewport) {
+    return
+  }
+
+  const scrollTop = viewport.scrollTop
+  if (scrollTop < previousScrollTop) {
+    isAutoScrolling = false
+    isFollowingBottom.value = false
+  }
+  previousScrollTop = scrollTop
+
+  if (isAutoScrolling) {
+    if (isNearBottom()) {
+      isAutoScrolling = false
+    }
+    return
+  }
+
+  isFollowingBottom.value = isNearBottom()
+}
+const handleUserScroll = () => {
+  isAutoScrolling = false
+  isFollowingBottom.value = false
+  const viewport = getViewport()
+  viewport?.scrollTo({ top: viewport.scrollTop, behavior: 'auto' })
+}
+const followBottomAfterUpdate = () => {
+  followFrame = null
+  if (isFollowingBottom.value) {
+    scrollToBottom('smooth')
+  }
+}
+const scheduleFollowBottom = () => {
+  if (followFrame === null) {
+    followFrame = requestAnimationFrame(followBottomAfterUpdate)
+  }
+}
+
+const isBottom = () => bottom.value
+const scrollToBottom = (behavior: string = 'auto') => {
+  const viewport = getViewport()
+  if (viewport) {
+    isFollowingBottom.value = true
+    isAutoScrolling = behavior === 'smooth'
+    previousScrollTop = viewport.scrollTop
+    viewport.scrollTo({
+      top: viewport.scrollHeight,
+      behavior: behavior === 'smooth' ? 'smooth' : 'auto',
+    })
+  }
+}
+const followBottom = (force = false) => {
+  if (!force && !isFollowingBottom.value) {
+    return
+  }
+
+  isFollowingBottom.value = true
+  scrollToBottom('smooth')
+}
+const scrollToTop = (behavior: ScrollBehavior = 'smooth') => {
+  const viewport = getViewport()
+  if (viewport) {
+    isAutoScrolling = false
+    isFollowingBottom.value = false
+    viewport.scrollTo({ top: 0, behavior })
+  }
+}
+
+onMounted(() => {
+  const viewport = getViewport()
+  if (!viewport) {
+    return
+  }
+
+  viewport.addEventListener('scroll', handleScroll, { passive: true })
+  viewport.addEventListener('wheel', handleUserScroll, { passive: true })
+  viewport.addEventListener('touchstart', handleUserScroll, { passive: true })
+  mutationObserver = new MutationObserver(() => {
+    if (props.keepBottom) {
+      scheduleFollowBottom()
+    }
+  })
+  mutationObserver.observe(viewport, { childList: true, subtree: true })
+  resizeObserver = new ResizeObserver(scheduleFollowBottom)
+  resizeObserver.observe(viewport)
+
+  if (props.keepBottom) {
+    scrollToBottom()
+  }
+})
+
+onBeforeUnmount(() => {
+  const viewport = getViewport()
+  viewport?.removeEventListener('scroll', handleScroll)
+  viewport?.removeEventListener('wheel', handleUserScroll)
+  viewport?.removeEventListener('touchstart', handleUserScroll)
+  mutationObserver?.disconnect()
+  resizeObserver?.disconnect()
+  if (followFrame !== null) {
+    cancelAnimationFrame(followFrame)
+  }
+})
+
+interface Expose {
+  isBottom: () => boolean
+  isFollowingBottom: typeof isFollowingBottom
+  followBottom: (force?: boolean) => void
+  scrollToBottom: (behavior?: string) => void
+  scrollToTop: (behavior?: ScrollBehavior) => void
+}
+
+defineExpose<Expose>({
+  isBottom,
+  isFollowingBottom,
+  followBottom,
+  scrollToBottom,
+  scrollToTop,
+})
+</script>
+
+<template>
+  <ScrollAreaRoot
+    v-bind="delegatedProps"
+    :class="cn('relative overflow-hidden', props.class)"
+    ref="scrollAreaRootRef"
+  >
+    <ScrollAreaViewport class="h-full w-full overflow-y-auto rounded-[inherit]">
+      <slot />
+    </ScrollAreaViewport>
+    <slot name="overlay" />
+    <ScrollBar />
+    <ScrollAreaCorner />
+  </ScrollAreaRoot>
+</template>
diff --git a/resources/js/components/ui/scroll-area/ScrollBar.vue b/resources/js/components/ui/scroll-area/ScrollBar.vue
new file mode 100644
index 0000000..a0b6f9b
--- /dev/null
+++ b/resources/js/components/ui/scroll-area/ScrollBar.vue
@@ -0,0 +1,32 @@
+<script setup lang="ts">
+import type { ScrollAreaScrollbarProps } from "reka-ui"
+import type { HTMLAttributes } from "vue"
+import { reactiveOmit } from "@vueuse/core"
+import { ScrollAreaScrollbar, ScrollAreaThumb } from "reka-ui"
+import { cn } from "@/lib/utils"
+
+const props = withDefaults(defineProps<ScrollAreaScrollbarProps & { class?: HTMLAttributes["class"] }>(), {
+  orientation: "vertical",
+})
+
+const delegatedProps = reactiveOmit(props, "class")
+</script>
+
+<template>
+  <ScrollAreaScrollbar
+    data-slot="scroll-area-scrollbar"
+    v-bind="delegatedProps"
+    :class="
+      cn('flex touch-none p-px transition-colors select-none',
+         orientation === 'vertical'
+           && 'h-full w-2.5 border-l border-l-transparent',
+         orientation === 'horizontal'
+           && 'h-2.5 flex-col border-t border-t-transparent',
+         props.class)"
+  >
+    <ScrollAreaThumb
+      data-slot="scroll-area-thumb"
+      class="bg-border relative flex-1 rounded-full"
+    />
+  </ScrollAreaScrollbar>
+</template>
diff --git a/resources/js/components/ui/scroll-area/index.ts b/resources/js/components/ui/scroll-area/index.ts
new file mode 100644
index 0000000..c416759
--- /dev/null
+++ b/resources/js/components/ui/scroll-area/index.ts
@@ -0,0 +1,2 @@
+export { default as ScrollArea } from "./ScrollArea.vue"
+export { default as ScrollBar } from "./ScrollBar.vue"
diff --git a/resources/js/pages/PerceptronViewer.vue b/resources/js/pages/PerceptronViewer.vue
index c26100b..1fda84f 100644
--- a/resources/js/pages/PerceptronViewer.vue
+++ b/resources/js/pages/PerceptronViewer.vue
@@ -11,8 +11,11 @@ import {
     PointElement,
     LineElement,
 } from 'chart.js';
-import { computed, ref } from 'vue';
+import { ArrowDown, ArrowUp } from 'lucide-vue-next';
+import { computed, nextTick, ref, watch } from 'vue';
 import LinkHeader from '@/components/LinkHeader.vue';
+import Button from '@/components/ui/button/Button.vue';
+import ScrollArea from '@/components/ui/scroll-area/ScrollArea.vue';
 import { usePerceptronTraining } from '@/composables/usePerceptronTraining';
 import type { Dataset, DatasetPoint, InitializationMethod, PerceptronType } from '@/types/perceptron';
 import IterationTable from '../components/IterationTable.vue';
@@ -105,11 +108,22 @@ function getActivationFunction(type: string): (x: number) => number {
     }
 }
 
+const iterationScrollArea = ref<{
+    followBottom: (force?: boolean) => void;
+    isFollowingBottom: boolean;
+    scrollToTop: (behavior?: ScrollBehavior) => void;
+} | null>(null);
+
+watch([iterations, trainingEnded], async () => {
+    await nextTick();
+    iterationScrollArea.value?.followBottom();
+});
+
 </script>
 
 <template>
     <Head title="Perceptron Viewer"></Head>
-    <main class="space-y-6">
+    <main class="flex min-h-dvh flex-col gap-6 pb-6 space-y-6">
         <LinkHeader class="w-full" />
             <PerceptronSetup
                 :type="props.type"
@@ -130,18 +144,56 @@ function getActivationFunction(type: string): (x: number) => number {
                 @update:training-id="setTrainingId"
             />
         <div
-            class="align-items-start justify-content-center flex h-full min-h-dvh max-w-dvw"
+            class="align-items-start justify-content-center grid max-w-dvw grid-cols-2"
             v-if="selectedDatasetName || iterations.length > 0"
         >
-            <div class="max-h-full w-full overflow-y-scroll">
-                <IterationTable
-                    :iterations="iterations"
-                    :trainingEnded="trainingEnded"
-                    :trainingEndReason="trainingEndReason"
-                    :maxDisplayedWeights="props.maxDisplayedWeights"
-                />
+            <div class="pt-3 h-dvh max-h-dvh min-h-0 w-full min-w-0">
+                <ScrollArea ref="iterationScrollArea" :keep-bottom="true" type="scroll" class="relative h-full max-h-full min-h-0 w-full">
+                    <IterationTable
+                        :iterations="iterations"
+                        :trainingEnded="trainingEnded"
+                        :trainingEndReason="trainingEndReason"
+                        :maxDisplayedWeights="props.maxDisplayedWeights"
+                    />
+                    <template #overlay>
+                        <div class="absolute right-4 bottom-4 z-10 flex flex-col items-end gap-2">
+                            <Button
+                                type="button"
+                                variant="secondary"
+                                size="icon"
+                                class="size-9 rounded-full shadow-md"
+                                aria-label="Revenir en haut du tableau"
+                                title="Revenir en haut"
+                                @click="iterationScrollArea?.scrollToTop()"
+                            >
+                                <ArrowUp class="size-4" />
+                            </Button>
+                            <Transition
+                                enter-active-class="transition-opacity duration-300 ease-in-out"
+                                enter-from-class="opacity-0"
+                                enter-to-class="opacity-100"
+                                leave-active-class="transition-opacity duration-300 ease-in-out"
+                                leave-from-class="opacity-100"
+                                leave-to-class="opacity-0"
+                            >
+                                <Button
+                                    v-if="iterationScrollArea && !iterationScrollArea.isFollowingBottom"
+                                    type="button"
+                                    variant="secondary"
+                                    size="icon"
+                                    class="size-9 rounded-full shadow-md"
+                                    aria-label="Reprendre le défilement automatique"
+                                    title="Reprendre le défilement automatique"
+                                    @click="iterationScrollArea?.followBottom(true)"
+                                >
+                                    <ArrowDown class="size-4" />
+                                </Button>
+                            </Transition>
+                        </div>
+                    </template>
+                </ScrollArea>
             </div>
-            <div class="sticky top-0 h-full w-full">
+            <div class="h-full w-full min-w-0 space-y-6">
                 <div>
                     <PerceptronDecisionGraph
                         :cleanedDataset="cleanedDataset"
@@ -163,3 +215,16 @@ function getActivationFunction(type: string): (x: number) => number {
         </div>
     </main>
 </template>
+
+<style lang="css" scoped>
+/* we will explain what these classes do next! */
+.v-enter-active,
+.v-leave-active {
+  transition: opacity 0.5s ease;
+}
+
+.v-enter-from,
+.v-leave-to {
+  opacity: 0;
+}
+</style>