Update README.md

README.md

@@ -8,6 +8,23 @@ We ❤️ reading ML papers so we've created this repo to highlight the top ML p
 
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+## Top ML Papers of the Week (Feb 20-26)
+
+![My Image](pics/)
+
+| **Paper**  | **Links** |
+| ------------- | ------------- |
+| 1) **LLaMA: Open and Efficient Foundation Language Models** - LLaMA - a 65B parameter foundation model released by Meta AI; relies on publicly available data and outperforms GPT-3 on most benchmarks despite being 10x smaller.  | [Paper](https://research.facebook.com/publications/llama-open-and-efficient-foundation-language-models/), [Tweet](https://twitter.com/dair_ai/status/1629845535946420226?s=20)|
+| 2) **Composer: Creative and Controllable Image Synthesis with Composable Conditions** - Composer - a 5B parameter creative and controllable diffusion model trained on billions (text, image) pairs.  | [Paper](https://arxiv.org/abs/2302.09778), [Project](https://damo-vilab.github.io/composer-page/), Github(https://github.com/damo-vilab/composer) [Tweet](https://twitter.com/dair_ai/status/1629845537913548802?s=20) |
+| 3) **The Wisdom of Hindsight Makes Language Models Better Instruction Followers** - Hindsight Instruction Relabeling - an alternative algorithm to train LLMs from feedback; the feedback is converted to instruction by relabeling the original one and training the model, in a supervised way, for better alignment. | [Paper](https://arxiv.org/abs/2302.05206), [Github](https://github.com/tianjunz/HIR) [Tweet](https://twitter.com/dair_ai/status/1629845539964481537?s=20) |
+| 4) **Active Prompting with Chain-of-Thought for Large Language Models** - Active-Prompt - a prompting technique to adapt LLMs to different task-specific example prompts (annotated with human-designed chain-of-thought reasoning); this process involves finding where the LLM is most uncertain and annotating those.  | [Paper](https://arxiv.org/abs/2302.12246), [Code](https://github.com/shizhediao/active-prompt) [Tweet](https://twitter.com/dair_ai/status/1629845541847724033?s=20)  |
+| 5. **Modular Deep Learning** - Modular Deep Learning - a survey offering a unified view of the building blocks of modular neural networks; it also includes a discussion about modularity in the context of scaling LMs, causal inference, and other key topics in ML. | [Paper] (https://arxiv.org/abs/2302.11529) , [Project](https://www.ruder.io/modular-deep-learning/),[Tweet](https://twitter.com/dair_ai/status/1629845544037228551?s=20)
+| 6) **Recitation-Augmented Language Models** - Recitation-Augmented LMs - an approach that recites passages from the LLM’s own memory to produce final answers; shows high performance on knowledge-intensive tasks.   | [Paper](https://arxiv.org/abs/2210.01296) , [Tweet](https://twitter.com/dair_ai/status/1629845546276995075?s=20)  |
+| 7) **Learning Performance-Improving Code Edits** - LLMs to Optimize Code - an approach that uses LLMs to suggest functionally correct, performance-improving code edits. | [Paper](https://arxiv.org/abs/2302.07867), [Tweet](https://twitter.com/dair_ai/status/1629845548210561029?s=20)  |
+| 8) **More than you've asked for: A Comprehensive Analysis of Novel Prompt Injection Threats to Application-Integrated Large Language Models** -  Prompt Injection Threats - a comprehensive analysis of novel prompt injection threats to application-integrated LLMs.  | [Paper](https://arxiv.org/abs/2302.12173), [Tweet](https://twitter.com/dair_ai/status/1629845550152523777?s=20)  |
+| 9) **Aligning Text-to-Image Models using Human Feedback** - Aligning Text-to-Image Models using Human Feedback - proposes a fine-tuning method to align generative models using human feedback. | [Paper](https://arxiv.org/abs/2302.12192), [Tweet](https://twitter.com/dair_ai/status/1629845552039968780?s=20)  |
+| 10) **MERF: Memory-Efficient Radiance Fields for Real-time View Synthesis in Unbounded Scenes** - MERF - a memory-efficient radiance field representation for real-time view synthesis of large-scale scenes in a browser. | [Paper](https://arxiv.org/abs/2302.12249), [Tweet](https://twitter.com/dair_ai/status/1629845554061606915?s=20)  |
+
 
 ## Top ML Papers of the Week (Feb 13 - 19)