From 13571738646ab449bd5c31794afab10f665ef10e Mon Sep 17 00:00:00 2001
From: Tara S Pande <38411006+TaraSPande@users.noreply.github.com>
Date: Thu, 24 Oct 2024 10:33:14 -0700
Subject: [PATCH] Update index.md
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| Sept 30 | **Enterprise trends for generative AI, and key components of building successful agents/applications**
Burak Gokturk, Google
Slides [Original Recording](https://bcourses.berkeley.edu/courses/1535641/external_tools/90481) [Edited Video](https://www.youtube.com/live/Sy1psHS3w3I) | - [Google Cloud expands grounding capabilities on Vertex AI](https://cloud.google.com/blog/products/ai-machine-learning/rag-and-grounding-on-vertex-ai?e=48754805)
- [The Needle In a Haystack Test: Evaluating the performance of RAG systems](https://towardsdatascience.com/the-needle-in-a-haystack-test-a94974c1ad38)
- [The AI detective: The Needle in a Haystack test and how Gemini 1.5 Pro solves it](https://cloud.google.com/blog/products/ai-machine-learning/the-needle-in-the-haystack-test-and-how-gemini-pro-solves-it?e=48754805) |
| Oct 7 | **Compound AI Systems & the DSPy Framework**
Omar Khattab, Databricks
Slides [Original Recording](https://bcourses.berkeley.edu/courses/1535641/external_tools/90481) [Edited Video](https://www.youtube.com/live/JEMYuzrKLUw) | - [Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs](https://arxiv.org/abs/2406.11695)
- [Fine-Tuning and Prompt Optimization: Two Great Steps that Work Better Together](https://arxiv.org/abs/2407.10930) |
| Oct 14 | **Agents for Software Development**
Graham Neubig, Carnegie Mellon University
Slides [Original Recording](https://bcourses.berkeley.edu/courses/1535641/external_tools/90481) [Edited Video](https://www.youtube.com/live/f9L9Fkq-8K4) | - [SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering](https://arxiv.org/abs/2405.15793)
- [OpenHands: An Open Platform for AI Software Developers as Generalist Agents](https://arxiv.org/abs/2407.16741) |
-| Oct 21 | **AI Agents for Enterprise Workflows**
Nicolas Chapados, ServiceNow | - [WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?](https://arxiv.org/abs/2403.07718)
- [WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks](https://arxiv.org/abs/2407.05291)
- TapeAgents: a Holistic Framework for Agent Development and Optimization |
+| Oct 21 | **AI Agents for Enterprise Workflows**
Nicolas Chapados, ServiceNow
Slides | - [WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?](https://arxiv.org/abs/2403.07718)
- [WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks](https://arxiv.org/abs/2407.05291)
- TapeAgents: a Holistic Framework for Agent Development and Optimization |
| Oct 28 | **Towards a unified framework of Neural and Symbolic Decision Making**
Yuandong Tian, Meta AI (FAIR) | - [Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping](https://arxiv.org/abs/2402.14083)
- [Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces](https://arxiv.org/abs/2410.09918v1)
- [Composing Global Optimizers to Reasoning Tasks via Algebraic Objects in Neural Nets](https://arxiv.org/abs/2410.01779)
- [SurCo: Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems](https://arxiv.org/abs/2210.12547) |
| Nov 4 | **Foundation Agent**
Jim Fan, NVIDIA | |
| Nov 11 | **No Class - Veteran's Day** | |